import pandas as pd
import numpy as np
import copy
import math
import sqlite3
import itertools as it
from scipy.stats import chisquare
from scipy.stats import chi2_contingency
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LinearRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score
from sklearn.preprocessing import LabelEncoder
from sklearn.preprocessing import OrdinalEncoder
from sklearn.preprocessing import StandardScaler
import matplotlib.pyplot as plt
import seaborn as sb
path = '' # путь пустой, т.к. исходный файл с базой данных был загружен непосредственно в notebook
database = path + 'database.sqlite'
def na_ratio(df):
na_dict = {}
for i in df.columns:
na_dict[i] = sum(df[i].isna())/len(df[i])
na_per_column = pd.DataFrame(index = na_dict.keys(), data = {'na_ratio': na_dict.values()})
return na_per_column.sort_values(by='na_ratio', ascending=False)
def na_borderline_factors(na_ratio_df, borderline):
na_borderline = borderline
factors = list(na_ratio_df[na_ratio_df['na_ratio']>na_borderline].index)
return factors
pd.options.display.max_columns = 250
pd.options.display.max_rows = 250
conn = sqlite3.connect(database)
tables = pd.read_sql("""SELECT *
FROM sqlite_master
WHERE type='table';""", conn)
tables
| type | name | tbl_name | rootpage | sql | |
|---|---|---|---|---|---|
| 0 | table | sqlite_sequence | sqlite_sequence | 4 | CREATE TABLE sqlite_sequence(name,seq) |
| 1 | table | Player_Attributes | Player_Attributes | 11 | CREATE TABLE "Player_Attributes" (\n\t`id`\tIN... |
| 2 | table | Player | Player | 14 | CREATE TABLE `Player` (\n\t`id`\tINTEGER PRIMA... |
| 3 | table | Match | Match | 18 | CREATE TABLE `Match` (\n\t`id`\tINTEGER PRIMAR... |
| 4 | table | League | League | 24 | CREATE TABLE `League` (\n\t`id`\tINTEGER PRIMA... |
| 5 | table | Country | Country | 26 | CREATE TABLE `Country` (\n\t`id`\tINTEGER PRIM... |
| 6 | table | Team | Team | 29 | CREATE TABLE "Team" (\n\t`id`\tINTEGER PRIMARY... |
| 7 | table | Team_Attributes | Team_Attributes | 2 | CREATE TABLE `Team_Attributes` (\n\t`id`\tINTE... |
countries = pd.read_sql("""SELECT *
FROM Country;""", conn)
countries
| id | name | |
|---|---|---|
| 0 | 1 | Belgium |
| 1 | 1729 | England |
| 2 | 4769 | France |
| 3 | 7809 | Germany |
| 4 | 10257 | Italy |
| 5 | 13274 | Netherlands |
| 6 | 15722 | Poland |
| 7 | 17642 | Portugal |
| 8 | 19694 | Scotland |
| 9 | 21518 | Spain |
| 10 | 24558 | Switzerland |
countries.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 11 entries, 0 to 10 Data columns (total 2 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 11 non-null int64 1 name 11 non-null object dtypes: int64(1), object(1) memory usage: 308.0+ bytes
Здесь у нас маленький датафрейм без пропусков - предобработка не нужна.
leagues = pd.read_sql("""SELECT *
FROM League""", conn)
leagues
| id | country_id | name | |
|---|---|---|---|
| 0 | 1 | 1 | Belgium Jupiler League |
| 1 | 1729 | 1729 | England Premier League |
| 2 | 4769 | 4769 | France Ligue 1 |
| 3 | 7809 | 7809 | Germany 1. Bundesliga |
| 4 | 10257 | 10257 | Italy Serie A |
| 5 | 13274 | 13274 | Netherlands Eredivisie |
| 6 | 15722 | 15722 | Poland Ekstraklasa |
| 7 | 17642 | 17642 | Portugal Liga ZON Sagres |
| 8 | 19694 | 19694 | Scotland Premier League |
| 9 | 21518 | 21518 | Spain LIGA BBVA |
| 10 | 24558 | 24558 | Switzerland Super League |
leagues.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 11 entries, 0 to 10 Data columns (total 3 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 11 non-null int64 1 country_id 11 non-null int64 2 name 11 non-null object dtypes: int64(2), object(1) memory usage: 396.0+ bytes
Еще один небольшой датафрейм без пропусков, не требующий дополнительной предобработки.
teams = pd.read_sql("""SELECT *
FROM Team
ORDER BY team_long_name""", conn)
teams
| id | team_api_id | team_fifa_api_id | team_long_name | team_short_name | |
|---|---|---|---|---|---|
| 0 | 16848 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI |
| 1 | 15624 | 8722 | 31.0 | 1. FC Köln | FCK |
| 2 | 16239 | 8165 | 171.0 | 1. FC Nürnberg | NUR |
| 3 | 16243 | 9905 | 169.0 | 1. FSV Mainz 05 | MAI |
| 4 | 11817 | 8576 | 614.0 | AC Ajaccio | AJA |
| ... | ... | ... | ... | ... | ... |
| 294 | 43800 | 9868 | 1742.0 | Xerez Club Deportivo | XER |
| 295 | 31928 | 8021 | 110749.0 | Zagłębie Lubin | ZAG |
| 296 | 33855 | 8027 | 112512.0 | Zawisza Bydgoszcz | ZAW |
| 297 | 11822 | 4087 | 111271.0 | Évian Thonon Gaillard FC | ETG |
| 298 | 31449 | 8025 | 111092.0 | Śląsk Wrocław | SLA |
299 rows × 5 columns
teams.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 299 entries, 0 to 298 Data columns (total 5 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 299 non-null int64 1 team_api_id 299 non-null int64 2 team_fifa_api_id 288 non-null float64 3 team_long_name 299 non-null object 4 team_short_name 299 non-null object dtypes: float64(1), int64(2), object(2) memory usage: 11.8+ KB
Видим, что в столбце team_fifa_api_id есть пропущенные значения.
Посмотрим эти строчки.
teams[pd.isnull(teams).any(axis=1)]
| id | team_api_id | team_fifa_api_id | team_long_name | team_short_name | |
|---|---|---|---|---|---|
| 16 | 35291 | 10213 | NaN | Amadora | AMA |
| 99 | 26561 | 6601 | NaN | FC Volendam | VOL |
| 101 | 9 | 7947 | NaN | FCV Dender EH | DEN |
| 103 | 36723 | 4064 | NaN | Feirense | FEI |
| 160 | 51606 | 7896 | NaN | Lugano | LUG |
| 195 | 36248 | 9765 | NaN | Portimonense | POR |
| 261 | 34816 | 177361 | NaN | Termalica Bruk-Bet Nieciecza | TBN |
| 262 | 38791 | 188163 | NaN | Tondela | TON |
| 266 | 35286 | 7992 | NaN | Trofense | TRO |
| 267 | 15 | 4049 | NaN | Tubize | TUB |
| 272 | 38789 | 6367 | NaN | Uniao da Madeira | MAD |
Скорее всего данные команды просто не представленны в fifa. Удалять строки не будем, т.к. каждая обозначает уникальную команду.
Возможно нам не понадобится сам столбец team_fifa_api_id в будущем. Пока оставим его и посмотрим на другие датафреймы.
team_attributes = pd.read_sql("""SELECT *
FROM Team_Attributes""", conn)
team_attributes
| id | team_fifa_api_id | team_api_id | date | buildUpPlaySpeed | buildUpPlaySpeedClass | buildUpPlayDribbling | buildUpPlayDribblingClass | buildUpPlayPassing | buildUpPlayPassingClass | buildUpPlayPositioningClass | chanceCreationPassing | chanceCreationPassingClass | chanceCreationCrossing | chanceCreationCrossingClass | chanceCreationShooting | chanceCreationShootingClass | chanceCreationPositioningClass | defencePressure | defencePressureClass | defenceAggression | defenceAggressionClass | defenceTeamWidth | defenceTeamWidthClass | defenceDefenderLineClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 434 | 9930 | 2010-02-22 00:00:00 | 60 | Balanced | NaN | Little | 50 | Mixed | Organised | 60 | Normal | 65 | Normal | 55 | Normal | Organised | 50 | Medium | 55 | Press | 45 | Normal | Cover |
| 1 | 2 | 434 | 9930 | 2014-09-19 00:00:00 | 52 | Balanced | 48.0 | Normal | 56 | Mixed | Organised | 54 | Normal | 63 | Normal | 64 | Normal | Organised | 47 | Medium | 44 | Press | 54 | Normal | Cover |
| 2 | 3 | 434 | 9930 | 2015-09-10 00:00:00 | 47 | Balanced | 41.0 | Normal | 54 | Mixed | Organised | 54 | Normal | 63 | Normal | 64 | Normal | Organised | 47 | Medium | 44 | Press | 54 | Normal | Cover |
| 3 | 4 | 77 | 8485 | 2010-02-22 00:00:00 | 70 | Fast | NaN | Little | 70 | Long | Organised | 70 | Risky | 70 | Lots | 70 | Lots | Organised | 60 | Medium | 70 | Double | 70 | Wide | Cover |
| 4 | 5 | 77 | 8485 | 2011-02-22 00:00:00 | 47 | Balanced | NaN | Little | 52 | Mixed | Organised | 53 | Normal | 48 | Normal | 52 | Normal | Organised | 47 | Medium | 47 | Press | 52 | Normal | Cover |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1453 | 1454 | 15005 | 10000 | 2011-02-22 00:00:00 | 52 | Balanced | NaN | Little | 52 | Mixed | Organised | 52 | Normal | 48 | Normal | 53 | Normal | Organised | 46 | Medium | 48 | Press | 53 | Normal | Cover |
| 1454 | 1455 | 15005 | 10000 | 2012-02-22 00:00:00 | 54 | Balanced | NaN | Little | 51 | Mixed | Organised | 47 | Normal | 52 | Normal | 50 | Normal | Organised | 44 | Medium | 55 | Press | 53 | Normal | Cover |
| 1455 | 1456 | 15005 | 10000 | 2013-09-20 00:00:00 | 54 | Balanced | NaN | Little | 51 | Mixed | Organised | 47 | Normal | 52 | Normal | 32 | Little | Organised | 44 | Medium | 58 | Press | 37 | Normal | Cover |
| 1456 | 1457 | 15005 | 10000 | 2014-09-19 00:00:00 | 54 | Balanced | 42.0 | Normal | 51 | Mixed | Organised | 47 | Normal | 52 | Normal | 32 | Little | Organised | 44 | Medium | 58 | Press | 37 | Normal | Cover |
| 1457 | 1458 | 15005 | 10000 | 2015-09-10 00:00:00 | 54 | Balanced | 42.0 | Normal | 51 | Mixed | Organised | 47 | Normal | 52 | Normal | 32 | Little | Organised | 44 | Medium | 58 | Press | 37 | Normal | Cover |
1458 rows × 25 columns
team_attributes.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1458 entries, 0 to 1457 Data columns (total 25 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 1458 non-null int64 1 team_fifa_api_id 1458 non-null int64 2 team_api_id 1458 non-null int64 3 date 1458 non-null object 4 buildUpPlaySpeed 1458 non-null int64 5 buildUpPlaySpeedClass 1458 non-null object 6 buildUpPlayDribbling 489 non-null float64 7 buildUpPlayDribblingClass 1458 non-null object 8 buildUpPlayPassing 1458 non-null int64 9 buildUpPlayPassingClass 1458 non-null object 10 buildUpPlayPositioningClass 1458 non-null object 11 chanceCreationPassing 1458 non-null int64 12 chanceCreationPassingClass 1458 non-null object 13 chanceCreationCrossing 1458 non-null int64 14 chanceCreationCrossingClass 1458 non-null object 15 chanceCreationShooting 1458 non-null int64 16 chanceCreationShootingClass 1458 non-null object 17 chanceCreationPositioningClass 1458 non-null object 18 defencePressure 1458 non-null int64 19 defencePressureClass 1458 non-null object 20 defenceAggression 1458 non-null int64 21 defenceAggressionClass 1458 non-null object 22 defenceTeamWidth 1458 non-null int64 23 defenceTeamWidthClass 1458 non-null object 24 defenceDefenderLineClass 1458 non-null object dtypes: float64(1), int64(11), object(13) memory usage: 284.9+ KB
Видим, что большинство данных не содержит пропусков, кроме столбца buildUpPlayDribbling. В столбце отсутствует почти 70% данных, так что придется им пожертвовать и дропнуть.
team_attributes = team_attributes.drop(['buildUpPlayDribbling'], axis=1)
# Преобразуем столбец с датой в формат без времени
team_attributes['date'] = pd.to_datetime(team_attributes['date'])
team_attributes.isnull().sum().sum()
0
players = pd.read_sql("""SELECT *
FROM Player;""", conn)
players
| id | player_api_id | player_name | player_fifa_api_id | birthday | height | weight | |
|---|---|---|---|---|---|---|---|
| 0 | 1 | 505942 | Aaron Appindangoye | 218353 | 1992-02-29 00:00:00 | 182.88 | 187 |
| 1 | 2 | 155782 | Aaron Cresswell | 189615 | 1989-12-15 00:00:00 | 170.18 | 146 |
| 2 | 3 | 162549 | Aaron Doran | 186170 | 1991-05-13 00:00:00 | 170.18 | 163 |
| 3 | 4 | 30572 | Aaron Galindo | 140161 | 1982-05-08 00:00:00 | 182.88 | 198 |
| 4 | 5 | 23780 | Aaron Hughes | 17725 | 1979-11-08 00:00:00 | 182.88 | 154 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 11055 | 11071 | 26357 | Zoumana Camara | 2488 | 1979-04-03 00:00:00 | 182.88 | 168 |
| 11056 | 11072 | 111182 | Zsolt Laczko | 164680 | 1986-12-18 00:00:00 | 182.88 | 176 |
| 11057 | 11073 | 36491 | Zsolt Low | 111191 | 1979-04-29 00:00:00 | 180.34 | 154 |
| 11058 | 11074 | 35506 | Zurab Khizanishvili | 47058 | 1981-10-06 00:00:00 | 185.42 | 172 |
| 11059 | 11075 | 39902 | Zvjezdan Misimovic | 102359 | 1982-06-05 00:00:00 | 180.34 | 176 |
11060 rows × 7 columns
players.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 11060 entries, 0 to 11059 Data columns (total 7 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 11060 non-null int64 1 player_api_id 11060 non-null int64 2 player_name 11060 non-null object 3 player_fifa_api_id 11060 non-null int64 4 birthday 11060 non-null object 5 height 11060 non-null float64 6 weight 11060 non-null int64 dtypes: float64(1), int64(4), object(2) memory usage: 605.0+ KB
Видим, что в датафрейме с игроками пропусков нет.
player_attributes = pd.read_sql("""SELECT *
FROM Player_Attributes;""", conn)
player_attributes
| id | player_fifa_api_id | player_api_id | date | overall_rating | potential | preferred_foot | attacking_work_rate | defensive_work_rate | crossing | finishing | heading_accuracy | short_passing | volleys | dribbling | curve | free_kick_accuracy | long_passing | ball_control | acceleration | sprint_speed | agility | reactions | balance | shot_power | jumping | stamina | strength | long_shots | aggression | interceptions | positioning | vision | penalties | marking | standing_tackle | sliding_tackle | gk_diving | gk_handling | gk_kicking | gk_positioning | gk_reflexes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 218353 | 505942 | 2016-02-18 00:00:00 | 67.0 | 71.0 | right | medium | medium | 49.0 | 44.0 | 71.0 | 61.0 | 44.0 | 51.0 | 45.0 | 39.0 | 64.0 | 49.0 | 60.0 | 64.0 | 59.0 | 47.0 | 65.0 | 55.0 | 58.0 | 54.0 | 76.0 | 35.0 | 71.0 | 70.0 | 45.0 | 54.0 | 48.0 | 65.0 | 69.0 | 69.0 | 6.0 | 11.0 | 10.0 | 8.0 | 8.0 |
| 1 | 2 | 218353 | 505942 | 2015-11-19 00:00:00 | 67.0 | 71.0 | right | medium | medium | 49.0 | 44.0 | 71.0 | 61.0 | 44.0 | 51.0 | 45.0 | 39.0 | 64.0 | 49.0 | 60.0 | 64.0 | 59.0 | 47.0 | 65.0 | 55.0 | 58.0 | 54.0 | 76.0 | 35.0 | 71.0 | 70.0 | 45.0 | 54.0 | 48.0 | 65.0 | 69.0 | 69.0 | 6.0 | 11.0 | 10.0 | 8.0 | 8.0 |
| 2 | 3 | 218353 | 505942 | 2015-09-21 00:00:00 | 62.0 | 66.0 | right | medium | medium | 49.0 | 44.0 | 71.0 | 61.0 | 44.0 | 51.0 | 45.0 | 39.0 | 64.0 | 49.0 | 60.0 | 64.0 | 59.0 | 47.0 | 65.0 | 55.0 | 58.0 | 54.0 | 76.0 | 35.0 | 63.0 | 41.0 | 45.0 | 54.0 | 48.0 | 65.0 | 66.0 | 69.0 | 6.0 | 11.0 | 10.0 | 8.0 | 8.0 |
| 3 | 4 | 218353 | 505942 | 2015-03-20 00:00:00 | 61.0 | 65.0 | right | medium | medium | 48.0 | 43.0 | 70.0 | 60.0 | 43.0 | 50.0 | 44.0 | 38.0 | 63.0 | 48.0 | 60.0 | 64.0 | 59.0 | 46.0 | 65.0 | 54.0 | 58.0 | 54.0 | 76.0 | 34.0 | 62.0 | 40.0 | 44.0 | 53.0 | 47.0 | 62.0 | 63.0 | 66.0 | 5.0 | 10.0 | 9.0 | 7.0 | 7.0 |
| 4 | 5 | 218353 | 505942 | 2007-02-22 00:00:00 | 61.0 | 65.0 | right | medium | medium | 48.0 | 43.0 | 70.0 | 60.0 | 43.0 | 50.0 | 44.0 | 38.0 | 63.0 | 48.0 | 60.0 | 64.0 | 59.0 | 46.0 | 65.0 | 54.0 | 58.0 | 54.0 | 76.0 | 34.0 | 62.0 | 40.0 | 44.0 | 53.0 | 47.0 | 62.0 | 63.0 | 66.0 | 5.0 | 10.0 | 9.0 | 7.0 | 7.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 183973 | 183974 | 102359 | 39902 | 2009-08-30 00:00:00 | 83.0 | 85.0 | right | medium | low | 84.0 | 77.0 | 59.0 | 89.0 | 77.0 | 84.0 | 86.0 | 78.0 | 84.0 | 85.0 | 66.0 | 72.0 | 77.0 | 86.0 | 73.0 | 76.0 | 58.0 | 72.0 | 67.0 | 81.0 | 56.0 | 78.0 | 86.0 | 88.0 | 83.0 | 22.0 | 31.0 | 30.0 | 9.0 | 20.0 | 84.0 | 20.0 | 20.0 |
| 183974 | 183975 | 102359 | 39902 | 2009-02-22 00:00:00 | 78.0 | 80.0 | right | medium | low | 74.0 | 76.0 | 53.0 | 84.0 | 77.0 | 85.0 | 86.0 | 74.0 | 73.0 | 86.0 | 66.0 | 67.0 | 77.0 | 74.0 | 73.0 | 75.0 | 58.0 | 66.0 | 65.0 | 73.0 | 61.0 | 64.0 | 72.0 | 88.0 | 70.0 | 32.0 | 31.0 | 30.0 | 9.0 | 20.0 | 73.0 | 20.0 | 20.0 |
| 183975 | 183976 | 102359 | 39902 | 2008-08-30 00:00:00 | 77.0 | 80.0 | right | medium | low | 74.0 | 71.0 | 53.0 | 84.0 | 77.0 | 85.0 | 86.0 | 74.0 | 73.0 | 86.0 | 66.0 | 67.0 | 77.0 | 74.0 | 73.0 | 75.0 | 58.0 | 66.0 | 65.0 | 73.0 | 67.0 | 64.0 | 72.0 | 88.0 | 70.0 | 32.0 | 31.0 | 30.0 | 9.0 | 20.0 | 73.0 | 20.0 | 20.0 |
| 183976 | 183977 | 102359 | 39902 | 2007-08-30 00:00:00 | 78.0 | 81.0 | right | medium | low | 74.0 | 64.0 | 57.0 | 86.0 | 77.0 | 87.0 | 86.0 | 73.0 | 73.0 | 91.0 | 61.0 | 60.0 | 77.0 | 69.0 | 73.0 | 72.0 | 58.0 | 67.0 | 59.0 | 78.0 | 63.0 | 63.0 | 68.0 | 88.0 | 53.0 | 28.0 | 32.0 | 30.0 | 9.0 | 20.0 | 73.0 | 20.0 | 20.0 |
| 183977 | 183978 | 102359 | 39902 | 2007-02-22 00:00:00 | 80.0 | 81.0 | right | medium | low | 74.0 | 68.0 | 57.0 | 88.0 | 77.0 | 87.0 | 86.0 | 53.0 | 78.0 | 91.0 | 58.0 | 64.0 | 77.0 | 66.0 | 73.0 | 72.0 | 58.0 | 67.0 | 59.0 | 78.0 | 63.0 | 63.0 | 68.0 | 88.0 | 53.0 | 38.0 | 32.0 | 30.0 | 9.0 | 9.0 | 78.0 | 7.0 | 15.0 |
183978 rows × 42 columns
player_attributes.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 183978 entries, 0 to 183977 Data columns (total 42 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 183978 non-null int64 1 player_fifa_api_id 183978 non-null int64 2 player_api_id 183978 non-null int64 3 date 183978 non-null object 4 overall_rating 183142 non-null float64 5 potential 183142 non-null float64 6 preferred_foot 183142 non-null object 7 attacking_work_rate 180748 non-null object 8 defensive_work_rate 183142 non-null object 9 crossing 183142 non-null float64 10 finishing 183142 non-null float64 11 heading_accuracy 183142 non-null float64 12 short_passing 183142 non-null float64 13 volleys 181265 non-null float64 14 dribbling 183142 non-null float64 15 curve 181265 non-null float64 16 free_kick_accuracy 183142 non-null float64 17 long_passing 183142 non-null float64 18 ball_control 183142 non-null float64 19 acceleration 183142 non-null float64 20 sprint_speed 183142 non-null float64 21 agility 181265 non-null float64 22 reactions 183142 non-null float64 23 balance 181265 non-null float64 24 shot_power 183142 non-null float64 25 jumping 181265 non-null float64 26 stamina 183142 non-null float64 27 strength 183142 non-null float64 28 long_shots 183142 non-null float64 29 aggression 183142 non-null float64 30 interceptions 183142 non-null float64 31 positioning 183142 non-null float64 32 vision 181265 non-null float64 33 penalties 183142 non-null float64 34 marking 183142 non-null float64 35 standing_tackle 183142 non-null float64 36 sliding_tackle 181265 non-null float64 37 gk_diving 183142 non-null float64 38 gk_handling 183142 non-null float64 39 gk_kicking 183142 non-null float64 40 gk_positioning 183142 non-null float64 41 gk_reflexes 183142 non-null float64 dtypes: float64(35), int64(3), object(4) memory usage: 59.0+ MB
# Преобразуем столбец с датой в формат без времени
player_attributes['date'] = pd.to_datetime(player_attributes['date'])
player_attributes['date'].info()
<class 'pandas.core.series.Series'> RangeIndex: 183978 entries, 0 to 183977 Series name: date Non-Null Count Dtype -------------- ----- 183978 non-null datetime64[ns] dtypes: datetime64[ns](1) memory usage: 1.4 MB
matches = pd.read_sql("""SELECT *
FROM Match;""", conn)
matches
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | home_player_X1 | home_player_X2 | home_player_X3 | home_player_X4 | home_player_X5 | home_player_X6 | home_player_X7 | home_player_X8 | home_player_X9 | home_player_X10 | home_player_X11 | away_player_X1 | away_player_X2 | away_player_X3 | away_player_X4 | away_player_X5 | away_player_X6 | away_player_X7 | away_player_X8 | away_player_X9 | away_player_X10 | away_player_X11 | home_player_Y1 | home_player_Y2 | home_player_Y3 | home_player_Y4 | home_player_Y5 | home_player_Y6 | home_player_Y7 | home_player_Y8 | home_player_Y9 | home_player_Y10 | home_player_Y11 | away_player_Y1 | away_player_Y2 | away_player_Y3 | away_player_Y4 | away_player_Y5 | away_player_Y6 | away_player_Y7 | away_player_Y8 | away_player_Y9 | away_player_Y10 | away_player_Y11 | home_player_1 | home_player_2 | home_player_3 | home_player_4 | home_player_5 | home_player_6 | home_player_7 | home_player_8 | home_player_9 | home_player_10 | home_player_11 | away_player_1 | away_player_2 | away_player_3 | away_player_4 | away_player_5 | away_player_6 | away_player_7 | away_player_8 | away_player_9 | away_player_10 | away_player_11 | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 1 | 2008/2009 | 1 | 2008-08-17 00:00:00 | 492473 | 9987 | 9993 | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.73 | 3.40 | 5.00 | 1.75 | 3.35 | 4.20 | 1.85 | 3.2 | 3.5 | 1.80 | 3.3 | 3.75 | NaN | NaN | NaN | 1.70 | 3.30 | 4.33 | 1.90 | 3.3 | 4.00 | 1.65 | 3.40 | 4.50 | 1.78 | 3.25 | 4.00 | 1.73 | 3.40 | 4.20 |
| 1 | 2 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 00:00:00 | 492474 | 10000 | 9994 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.95 | 3.20 | 3.60 | 1.80 | 3.30 | 3.95 | 1.90 | 3.2 | 3.5 | 1.90 | 3.2 | 3.50 | NaN | NaN | NaN | 1.83 | 3.30 | 3.60 | 1.95 | 3.3 | 3.80 | 2.00 | 3.25 | 3.25 | 1.85 | 3.25 | 3.75 | 1.91 | 3.25 | 3.60 |
| 2 | 3 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 00:00:00 | 492475 | 9984 | 8635 | 0 | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 2.38 | 3.30 | 2.75 | 2.40 | 3.30 | 2.55 | 2.60 | 3.1 | 2.3 | 2.50 | 3.2 | 2.50 | NaN | NaN | NaN | 2.50 | 3.25 | 2.40 | 2.63 | 3.3 | 2.50 | 2.35 | 3.25 | 2.65 | 2.50 | 3.20 | 2.50 | 2.30 | 3.20 | 2.75 |
| 3 | 4 | 1 | 1 | 2008/2009 | 1 | 2008-08-17 00:00:00 | 492476 | 9991 | 9998 | 5 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.44 | 3.75 | 7.50 | 1.40 | 4.00 | 6.80 | 1.40 | 3.9 | 6.0 | 1.44 | 3.6 | 6.50 | NaN | NaN | NaN | 1.44 | 3.75 | 6.00 | 1.44 | 4.0 | 7.50 | 1.45 | 3.75 | 6.50 | 1.50 | 3.75 | 5.50 | 1.44 | 3.75 | 6.50 |
| 4 | 5 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 00:00:00 | 492477 | 7947 | 9985 | 1 | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 5.00 | 3.50 | 1.65 | 5.00 | 3.50 | 1.60 | 4.00 | 3.3 | 1.7 | 4.00 | 3.4 | 1.72 | NaN | NaN | NaN | 4.20 | 3.40 | 1.70 | 4.50 | 3.5 | 1.73 | 4.50 | 3.40 | 1.65 | 4.50 | 3.50 | 1.65 | 4.75 | 3.30 | 1.67 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 25974 | 25975 | 24558 | 24558 | 2015/2016 | 9 | 2015-09-22 00:00:00 | 1992091 | 10190 | 10191 | 1 | 0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 3.0 | 5.0 | 7.0 | 5.0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 3.0 | 5.0 | 7.0 | 5.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 6.0 | 6.0 | 8.0 | 8.0 | 8.0 | 11.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 6.0 | 6.0 | 8.0 | 8.0 | 8.0 | 11.0 | 42231.0 | 678384.0 | 95220.0 | 638592.0 | 413155.0 | 45780.0 | 171229.0 | 67333.0 | 119839.0 | 143790.0 | 195215.0 | 462944.0 | 563066.0 | 8800.0 | 67304.0 | 158253.0 | 133126.0 | 186524.0 | 93223.0 | 121115.0 | 232110.0 | 289732.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 25975 | 25976 | 24558 | 24558 | 2015/2016 | 9 | 2015-09-23 00:00:00 | 1992092 | 9824 | 10199 | 1 | 2 | 1.0 | 3.0 | 5.0 | 7.0 | 2.0 | 4.0 | 6.0 | 8.0 | 5.0 | 4.0 | 6.0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 3.0 | 5.0 | 7.0 | 3.0 | 5.0 | 7.0 | 1.0 | 3.0 | 3.0 | 3.0 | 7.0 | 7.0 | 7.0 | 7.0 | 9.0 | 11.0 | 11.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 7.0 | 7.0 | 7.0 | 10.0 | 10.0 | 10.0 | 33272.0 | 41621.0 | 25813.0 | 257845.0 | 114735.0 | 42237.0 | 113227.0 | 358156.0 | 32343.0 | 531309.0 | 37257.0 | 42276.0 | 114792.0 | 150007.0 | 178119.0 | 27232.0 | 570830.0 | 260708.0 | 201704.0 | 36382.0 | 34082.0 | 95257.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 25976 | 25977 | 24558 | 24558 | 2015/2016 | 9 | 2015-09-23 00:00:00 | 1992093 | 9956 | 10179 | 2 | 0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 3.0 | 5.0 | 7.0 | 5.0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 3.0 | 5.0 | 7.0 | 5.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 6.0 | 6.0 | 8.0 | 8.0 | 8.0 | 11.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 6.0 | 6.0 | 8.0 | 8.0 | 8.0 | 11.0 | 157856.0 | 274779.0 | 177689.0 | 294256.0 | 42258.0 | 39979.0 | 173936.0 | 147959.0 | 451983.0 | 80564.0 | 289472.0 | 10637.0 | 67349.0 | 202663.0 | 32597.0 | 114794.0 | 188114.0 | 25840.0 | 482200.0 | 95230.0 | 451335.0 | 275122.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 25977 | 25978 | 24558 | 24558 | 2015/2016 | 9 | 2015-09-22 00:00:00 | 1992094 | 7896 | 10243 | 0 | 0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 3.0 | 7.0 | 5.0 | 3.0 | 5.0 | 7.0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 3.0 | 5.0 | 7.0 | 5.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 7.0 | 7.0 | 7.0 | 10.0 | 10.0 | 10.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 6.0 | 6.0 | 8.0 | 8.0 | 8.0 | 11.0 | NaN | 8881.0 | 173534.0 | 39646.0 | 282287.0 | 340790.0 | 393337.0 | 8893.0 | 614454.0 | 93229.0 | 178142.0 | 274776.0 | 121080.0 | 197757.0 | 260964.0 | 231614.0 | 113235.0 | 41116.0 | 462608.0 | 42262.0 | 92252.0 | 194532.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 25978 | 25979 | 24558 | 24558 | 2015/2016 | 9 | 2015-09-23 00:00:00 | 1992095 | 10192 | 9931 | 4 | 3 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 1.0 | 2.0 | 4.0 | 6.0 | 8.0 | 4.0 | 6.0 | 3.0 | 5.0 | 7.0 | 5.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 7.0 | 7.0 | 7.0 | 7.0 | 10.0 | 10.0 | 1.0 | 3.0 | 3.0 | 3.0 | 3.0 | 6.0 | 6.0 | 8.0 | 8.0 | 8.0 | 11.0 | 274787.0 | 492132.0 | 108451.0 | 25815.0 | 94553.0 | 384376.0 | 598355.0 | 36785.0 | 45174.0 | 302079.0 | 71764.0 | 156175.0 | 95216.0 | 172768.0 | 22834.0 | 458806.0 | 207234.0 | 25772.0 | 40274.0 | 34035.0 | 41726.0 | 527103.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
25979 rows × 115 columns
matches.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 115 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null object 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_X1 24158 non-null float64 12 home_player_X2 24158 non-null float64 13 home_player_X3 24147 non-null float64 14 home_player_X4 24147 non-null float64 15 home_player_X5 24147 non-null float64 16 home_player_X6 24147 non-null float64 17 home_player_X7 24147 non-null float64 18 home_player_X8 24147 non-null float64 19 home_player_X9 24147 non-null float64 20 home_player_X10 24147 non-null float64 21 home_player_X11 24147 non-null float64 22 away_player_X1 24147 non-null float64 23 away_player_X2 24147 non-null float64 24 away_player_X3 24147 non-null float64 25 away_player_X4 24147 non-null float64 26 away_player_X5 24147 non-null float64 27 away_player_X6 24147 non-null float64 28 away_player_X7 24147 non-null float64 29 away_player_X8 24147 non-null float64 30 away_player_X9 24146 non-null float64 31 away_player_X10 24146 non-null float64 32 away_player_X11 24140 non-null float64 33 home_player_Y1 24158 non-null float64 34 home_player_Y2 24158 non-null float64 35 home_player_Y3 24147 non-null float64 36 home_player_Y4 24147 non-null float64 37 home_player_Y5 24147 non-null float64 38 home_player_Y6 24147 non-null float64 39 home_player_Y7 24147 non-null float64 40 home_player_Y8 24147 non-null float64 41 home_player_Y9 24147 non-null float64 42 home_player_Y10 24147 non-null float64 43 home_player_Y11 24147 non-null float64 44 away_player_Y1 24147 non-null float64 45 away_player_Y2 24147 non-null float64 46 away_player_Y3 24147 non-null float64 47 away_player_Y4 24147 non-null float64 48 away_player_Y5 24147 non-null float64 49 away_player_Y6 24147 non-null float64 50 away_player_Y7 24147 non-null float64 51 away_player_Y8 24147 non-null float64 52 away_player_Y9 24146 non-null float64 53 away_player_Y10 24146 non-null float64 54 away_player_Y11 24140 non-null float64 55 home_player_1 24755 non-null float64 56 home_player_2 24664 non-null float64 57 home_player_3 24698 non-null float64 58 home_player_4 24656 non-null float64 59 home_player_5 24663 non-null float64 60 home_player_6 24654 non-null float64 61 home_player_7 24752 non-null float64 62 home_player_8 24670 non-null float64 63 home_player_9 24706 non-null float64 64 home_player_10 24543 non-null float64 65 home_player_11 24424 non-null float64 66 away_player_1 24745 non-null float64 67 away_player_2 24701 non-null float64 68 away_player_3 24686 non-null float64 69 away_player_4 24658 non-null float64 70 away_player_5 24644 non-null float64 71 away_player_6 24666 non-null float64 72 away_player_7 24744 non-null float64 73 away_player_8 24638 non-null float64 74 away_player_9 24651 non-null float64 75 away_player_10 24538 non-null float64 76 away_player_11 24425 non-null float64 77 goal 14217 non-null object 78 shoton 14217 non-null object 79 shotoff 14217 non-null object 80 foulcommit 14217 non-null object 81 card 14217 non-null object 82 cross 14217 non-null object 83 corner 14217 non-null object 84 possession 14217 non-null object 85 B365H 22592 non-null float64 86 B365D 22592 non-null float64 87 B365A 22592 non-null float64 88 BWH 22575 non-null float64 89 BWD 22575 non-null float64 90 BWA 22575 non-null float64 91 IWH 22520 non-null float64 92 IWD 22520 non-null float64 93 IWA 22520 non-null float64 94 LBH 22556 non-null float64 95 LBD 22556 non-null float64 96 LBA 22556 non-null float64 97 PSH 11168 non-null float64 98 PSD 11168 non-null float64 99 PSA 11168 non-null float64 100 WHH 22571 non-null float64 101 WHD 22571 non-null float64 102 WHA 22571 non-null float64 103 SJH 17097 non-null float64 104 SJD 17097 non-null float64 105 SJA 17097 non-null float64 106 VCH 22568 non-null float64 107 VCD 22568 non-null float64 108 VCA 22568 non-null float64 109 GBH 14162 non-null float64 110 GBD 14162 non-null float64 111 GBA 14162 non-null float64 112 BSH 14161 non-null float64 113 BSD 14161 non-null float64 114 BSA 14161 non-null float64 dtypes: float64(96), int64(9), object(10) memory usage: 22.8+ MB
# Преобразуем столбец с датой в формат без времени
matches['date'] = pd.to_datetime(matches['date'])
matches['date'].info()
<class 'pandas.core.series.Series'> RangeIndex: 25979 entries, 0 to 25978 Series name: date Non-Null Count Dtype -------------- ----- 25979 non-null datetime64[ns] dtypes: datetime64[ns](1) memory usage: 203.1 KB
Гуглим термины "home_player_X" и "away_player_Y", понимаем, что они показывают положение игрока на поле. Исключаем эти колонки, как нерелевантные для нашего дальнейшего анализа.
Для этого применим метод drop по индексу к колонкам с номерами от 11 до 54.
x = np.arange(11,55)
x = list(x)
matches = matches.drop(matches.columns[x], axis=1)
matches.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 71 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_1 24755 non-null float64 12 home_player_2 24664 non-null float64 13 home_player_3 24698 non-null float64 14 home_player_4 24656 non-null float64 15 home_player_5 24663 non-null float64 16 home_player_6 24654 non-null float64 17 home_player_7 24752 non-null float64 18 home_player_8 24670 non-null float64 19 home_player_9 24706 non-null float64 20 home_player_10 24543 non-null float64 21 home_player_11 24424 non-null float64 22 away_player_1 24745 non-null float64 23 away_player_2 24701 non-null float64 24 away_player_3 24686 non-null float64 25 away_player_4 24658 non-null float64 26 away_player_5 24644 non-null float64 27 away_player_6 24666 non-null float64 28 away_player_7 24744 non-null float64 29 away_player_8 24638 non-null float64 30 away_player_9 24651 non-null float64 31 away_player_10 24538 non-null float64 32 away_player_11 24425 non-null float64 33 goal 14217 non-null object 34 shoton 14217 non-null object 35 shotoff 14217 non-null object 36 foulcommit 14217 non-null object 37 card 14217 non-null object 38 cross 14217 non-null object 39 corner 14217 non-null object 40 possession 14217 non-null object 41 B365H 22592 non-null float64 42 B365D 22592 non-null float64 43 B365A 22592 non-null float64 44 BWH 22575 non-null float64 45 BWD 22575 non-null float64 46 BWA 22575 non-null float64 47 IWH 22520 non-null float64 48 IWD 22520 non-null float64 49 IWA 22520 non-null float64 50 LBH 22556 non-null float64 51 LBD 22556 non-null float64 52 LBA 22556 non-null float64 53 PSH 11168 non-null float64 54 PSD 11168 non-null float64 55 PSA 11168 non-null float64 56 WHH 22571 non-null float64 57 WHD 22571 non-null float64 58 WHA 22571 non-null float64 59 SJH 17097 non-null float64 60 SJD 17097 non-null float64 61 SJA 17097 non-null float64 62 VCH 22568 non-null float64 63 VCD 22568 non-null float64 64 VCA 22568 non-null float64 65 GBH 14162 non-null float64 66 GBD 14162 non-null float64 67 GBA 14162 non-null float64 68 BSH 14161 non-null float64 69 BSD 14161 non-null float64 70 BSA 14161 non-null float64 dtypes: datetime64[ns](1), float64(52), int64(9), object(9) memory usage: 14.1+ MB
leagues_countries = pd.merge(leagues, countries, on='id')
leagues_countries.columns = ['id', 'country_id', 'league_name', 'country_name']
# уберем столбец "country_id", т.к. он полностью совпадает со столбцом "id"
leagues_countries = leagues_countries.drop(['country_id'], axis=1)
leagues_countries
| id | league_name | country_name | |
|---|---|---|---|
| 0 | 1 | Belgium Jupiler League | Belgium |
| 1 | 1729 | England Premier League | England |
| 2 | 4769 | France Ligue 1 | France |
| 3 | 7809 | Germany 1. Bundesliga | Germany |
| 4 | 10257 | Italy Serie A | Italy |
| 5 | 13274 | Netherlands Eredivisie | Netherlands |
| 6 | 15722 | Poland Ekstraklasa | Poland |
| 7 | 17642 | Portugal Liga ZON Sagres | Portugal |
| 8 | 19694 | Scotland Premier League | Scotland |
| 9 | 21518 | Spain LIGA BBVA | Spain |
| 10 | 24558 | Switzerland Super League | Switzerland |
matches.head(5)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | home_player_1 | home_player_2 | home_player_3 | home_player_4 | home_player_5 | home_player_6 | home_player_7 | home_player_8 | home_player_9 | home_player_10 | home_player_11 | away_player_1 | away_player_2 | away_player_3 | away_player_4 | away_player_5 | away_player_6 | away_player_7 | away_player_8 | away_player_9 | away_player_10 | away_player_11 | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 1 | 2008/2009 | 1 | 2008-08-17 | 492473 | 9987 | 9993 | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.73 | 3.40 | 5.00 | 1.75 | 3.35 | 4.20 | 1.85 | 3.2 | 3.5 | 1.80 | 3.3 | 3.75 | NaN | NaN | NaN | 1.70 | 3.30 | 4.33 | 1.90 | 3.3 | 4.00 | 1.65 | 3.40 | 4.50 | 1.78 | 3.25 | 4.00 | 1.73 | 3.40 | 4.20 |
| 1 | 2 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 | 492474 | 10000 | 9994 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.95 | 3.20 | 3.60 | 1.80 | 3.30 | 3.95 | 1.90 | 3.2 | 3.5 | 1.90 | 3.2 | 3.50 | NaN | NaN | NaN | 1.83 | 3.30 | 3.60 | 1.95 | 3.3 | 3.80 | 2.00 | 3.25 | 3.25 | 1.85 | 3.25 | 3.75 | 1.91 | 3.25 | 3.60 |
| 2 | 3 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 | 492475 | 9984 | 8635 | 0 | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 2.38 | 3.30 | 2.75 | 2.40 | 3.30 | 2.55 | 2.60 | 3.1 | 2.3 | 2.50 | 3.2 | 2.50 | NaN | NaN | NaN | 2.50 | 3.25 | 2.40 | 2.63 | 3.3 | 2.50 | 2.35 | 3.25 | 2.65 | 2.50 | 3.20 | 2.50 | 2.30 | 3.20 | 2.75 |
| 3 | 4 | 1 | 1 | 2008/2009 | 1 | 2008-08-17 | 492476 | 9991 | 9998 | 5 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.44 | 3.75 | 7.50 | 1.40 | 4.00 | 6.80 | 1.40 | 3.9 | 6.0 | 1.44 | 3.6 | 6.50 | NaN | NaN | NaN | 1.44 | 3.75 | 6.00 | 1.44 | 4.0 | 7.50 | 1.45 | 3.75 | 6.50 | 1.50 | 3.75 | 5.50 | 1.44 | 3.75 | 6.50 |
| 4 | 5 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 | 492477 | 7947 | 9985 | 1 | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 5.00 | 3.50 | 1.65 | 5.00 | 3.50 | 1.60 | 4.00 | 3.3 | 1.7 | 4.00 | 3.4 | 1.72 | NaN | NaN | NaN | 4.20 | 3.40 | 1.70 | 4.50 | 3.5 | 1.73 | 4.50 | 3.40 | 1.65 | 4.50 | 3.50 | 1.65 | 4.75 | 3.30 | 1.67 |
matches.shape
(25979, 71)
Обращаем внимание, что визуально колонки country_id и league_id совпадают.
Проверяем наше предположение.
matches['country_id'].equals(matches['league_id'])
True
Видим, что колонки country_id и league_id действиетльно совпадают.
detailed_matches = matches.merge(leagues_countries.set_index('id'), how = 'left', left_on = 'country_id',
right_index = True)
detailed_matches.shape
(25979, 73)
detailed_matches.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 73 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_1 24755 non-null float64 12 home_player_2 24664 non-null float64 13 home_player_3 24698 non-null float64 14 home_player_4 24656 non-null float64 15 home_player_5 24663 non-null float64 16 home_player_6 24654 non-null float64 17 home_player_7 24752 non-null float64 18 home_player_8 24670 non-null float64 19 home_player_9 24706 non-null float64 20 home_player_10 24543 non-null float64 21 home_player_11 24424 non-null float64 22 away_player_1 24745 non-null float64 23 away_player_2 24701 non-null float64 24 away_player_3 24686 non-null float64 25 away_player_4 24658 non-null float64 26 away_player_5 24644 non-null float64 27 away_player_6 24666 non-null float64 28 away_player_7 24744 non-null float64 29 away_player_8 24638 non-null float64 30 away_player_9 24651 non-null float64 31 away_player_10 24538 non-null float64 32 away_player_11 24425 non-null float64 33 goal 14217 non-null object 34 shoton 14217 non-null object 35 shotoff 14217 non-null object 36 foulcommit 14217 non-null object 37 card 14217 non-null object 38 cross 14217 non-null object 39 corner 14217 non-null object 40 possession 14217 non-null object 41 B365H 22592 non-null float64 42 B365D 22592 non-null float64 43 B365A 22592 non-null float64 44 BWH 22575 non-null float64 45 BWD 22575 non-null float64 46 BWA 22575 non-null float64 47 IWH 22520 non-null float64 48 IWD 22520 non-null float64 49 IWA 22520 non-null float64 50 LBH 22556 non-null float64 51 LBD 22556 non-null float64 52 LBA 22556 non-null float64 53 PSH 11168 non-null float64 54 PSD 11168 non-null float64 55 PSA 11168 non-null float64 56 WHH 22571 non-null float64 57 WHD 22571 non-null float64 58 WHA 22571 non-null float64 59 SJH 17097 non-null float64 60 SJD 17097 non-null float64 61 SJA 17097 non-null float64 62 VCH 22568 non-null float64 63 VCD 22568 non-null float64 64 VCA 22568 non-null float64 65 GBH 14162 non-null float64 66 GBD 14162 non-null float64 67 GBA 14162 non-null float64 68 BSH 14161 non-null float64 69 BSD 14161 non-null float64 70 BSA 14161 non-null float64 71 league_name 25979 non-null object 72 country_name 25979 non-null object dtypes: datetime64[ns](1), float64(52), int64(9), object(11) memory usage: 14.5+ MB
Видим, что количество строк совпадает с изначальным датафреймом, поэтому можем перезаписать тестовый датафрейм.
# Добавим столбец с годом матча
detailed_matches['match_year'] = detailed_matches['date'].dt.year
detailed_matches.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | home_player_1 | home_player_2 | home_player_3 | home_player_4 | home_player_5 | home_player_6 | home_player_7 | home_player_8 | home_player_9 | home_player_10 | home_player_11 | away_player_1 | away_player_2 | away_player_3 | away_player_4 | away_player_5 | away_player_6 | away_player_7 | away_player_8 | away_player_9 | away_player_10 | away_player_11 | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | league_name | country_name | match_year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 1 | 2008/2009 | 1 | 2008-08-17 | 492473 | 9987 | 9993 | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.73 | 3.4 | 5.00 | 1.75 | 3.35 | 4.20 | 1.85 | 3.2 | 3.5 | 1.8 | 3.3 | 3.75 | NaN | NaN | NaN | 1.70 | 3.30 | 4.33 | 1.90 | 3.3 | 4.0 | 1.65 | 3.40 | 4.50 | 1.78 | 3.25 | 4.00 | 1.73 | 3.40 | 4.20 | Belgium Jupiler League | Belgium | 2008 |
| 1 | 2 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 | 492474 | 10000 | 9994 | 0 | 0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 1.95 | 3.2 | 3.60 | 1.80 | 3.30 | 3.95 | 1.90 | 3.2 | 3.5 | 1.9 | 3.2 | 3.50 | NaN | NaN | NaN | 1.83 | 3.30 | 3.60 | 1.95 | 3.3 | 3.8 | 2.00 | 3.25 | 3.25 | 1.85 | 3.25 | 3.75 | 1.91 | 3.25 | 3.60 | Belgium Jupiler League | Belgium | 2008 |
| 2 | 3 | 1 | 1 | 2008/2009 | 1 | 2008-08-16 | 492475 | 9984 | 8635 | 0 | 3 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | 2.38 | 3.3 | 2.75 | 2.40 | 3.30 | 2.55 | 2.60 | 3.1 | 2.3 | 2.5 | 3.2 | 2.50 | NaN | NaN | NaN | 2.50 | 3.25 | 2.40 | 2.63 | 3.3 | 2.5 | 2.35 | 3.25 | 2.65 | 2.50 | 3.20 | 2.50 | 2.30 | 3.20 | 2.75 | Belgium Jupiler League | Belgium | 2008 |
detailed_teams = teams.merge(team_attributes, how='inner', on='team_api_id')
detailed_teams
| id_x | team_api_id | team_fifa_api_id_x | team_long_name | team_short_name | id_y | team_fifa_api_id_y | date | buildUpPlaySpeed | buildUpPlaySpeedClass | buildUpPlayDribblingClass | buildUpPlayPassing | buildUpPlayPassingClass | buildUpPlayPositioningClass | chanceCreationPassing | chanceCreationPassingClass | chanceCreationCrossing | chanceCreationCrossingClass | chanceCreationShooting | chanceCreationShootingClass | chanceCreationPositioningClass | defencePressure | defencePressureClass | defenceAggression | defenceAggressionClass | defenceTeamWidth | defenceTeamWidthClass | defenceDefenderLineClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 16848 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 631 | 29 | 2010-02-22 | 45 | Balanced | Little | 55 | Mixed | Organised | 45 | Normal | 70 | Lots | 70 | Lots | Organised | 70 | High | 70 | Double | 70 | Wide | Cover |
| 1 | 16848 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 632 | 29 | 2011-02-22 | 48 | Balanced | Little | 42 | Mixed | Organised | 49 | Normal | 68 | Lots | 53 | Normal | Organised | 38 | Medium | 48 | Press | 53 | Normal | Cover |
| 2 | 16848 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 633 | 29 | 2012-02-22 | 38 | Balanced | Little | 54 | Mixed | Organised | 43 | Normal | 49 | Normal | 64 | Normal | Organised | 37 | Medium | 51 | Press | 53 | Normal | Cover |
| 3 | 16848 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 634 | 29 | 2013-09-20 | 61 | Balanced | Little | 54 | Mixed | Organised | 43 | Normal | 62 | Normal | 56 | Normal | Organised | 48 | Medium | 50 | Press | 53 | Normal | Cover |
| 4 | 16848 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 635 | 29 | 2014-09-19 | 66 | Balanced | Normal | 53 | Mixed | Organised | 54 | Normal | 69 | Lots | 51 | Normal | Organised | 47 | Medium | 47 | Press | 49 | Normal | Cover |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 1453 | 31449 | 8025 | 111092.0 | Śląsk Wrocław | SLA | 1170 | 111092 | 2011-02-22 | 47 | Balanced | Little | 55 | Mixed | Organised | 45 | Normal | 48 | Normal | 54 | Normal | Organised | 48 | Medium | 47 | Press | 51 | Normal | Cover |
| 1454 | 31449 | 8025 | 111092.0 | Śląsk Wrocław | SLA | 1171 | 111092 | 2012-02-22 | 65 | Balanced | Little | 63 | Mixed | Organised | 67 | Risky | 31 | Little | 67 | Lots | Organised | 24 | Deep | 24 | Contain | 39 | Normal | Cover |
| 1455 | 31449 | 8025 | 111092.0 | Śląsk Wrocław | SLA | 1172 | 111092 | 2013-09-20 | 65 | Balanced | Little | 50 | Mixed | Organised | 67 | Risky | 31 | Little | 67 | Lots | Organised | 30 | Deep | 30 | Contain | 40 | Normal | Cover |
| 1456 | 31449 | 8025 | 111092.0 | Śląsk Wrocław | SLA | 1173 | 111092 | 2014-09-19 | 47 | Balanced | Normal | 34 | Mixed | Organised | 38 | Normal | 36 | Normal | 68 | Lots | Organised | 37 | Medium | 37 | Press | 39 | Normal | Cover |
| 1457 | 31449 | 8025 | 111092.0 | Śląsk Wrocław | SLA | 1174 | 111092 | 2015-09-10 | 50 | Balanced | Normal | 35 | Mixed | Organised | 51 | Normal | 51 | Normal | 55 | Normal | Organised | 45 | Medium | 55 | Press | 39 | Normal | Cover |
1458 rows × 28 columns
detailed_teams.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1458 entries, 0 to 1457 Data columns (total 28 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id_x 1458 non-null int64 1 team_api_id 1458 non-null int64 2 team_fifa_api_id_x 1458 non-null float64 3 team_long_name 1458 non-null object 4 team_short_name 1458 non-null object 5 id_y 1458 non-null int64 6 team_fifa_api_id_y 1458 non-null int64 7 date 1458 non-null datetime64[ns] 8 buildUpPlaySpeed 1458 non-null int64 9 buildUpPlaySpeedClass 1458 non-null object 10 buildUpPlayDribblingClass 1458 non-null object 11 buildUpPlayPassing 1458 non-null int64 12 buildUpPlayPassingClass 1458 non-null object 13 buildUpPlayPositioningClass 1458 non-null object 14 chanceCreationPassing 1458 non-null int64 15 chanceCreationPassingClass 1458 non-null object 16 chanceCreationCrossing 1458 non-null int64 17 chanceCreationCrossingClass 1458 non-null object 18 chanceCreationShooting 1458 non-null int64 19 chanceCreationShootingClass 1458 non-null object 20 chanceCreationPositioningClass 1458 non-null object 21 defencePressure 1458 non-null int64 22 defencePressureClass 1458 non-null object 23 defenceAggression 1458 non-null int64 24 defenceAggressionClass 1458 non-null object 25 defenceTeamWidth 1458 non-null int64 26 defenceTeamWidthClass 1458 non-null object 27 defenceDefenderLineClass 1458 non-null object dtypes: datetime64[ns](1), float64(1), int64(12), object(14) memory usage: 319.1+ KB
detailed_teams.isna().sum().sum()
0
Отлично: нулевых значений нет, а количество строк совпадает с оным в датафрейме team_attributes.
Уберем ненужные столбцы.
detailed_teams = detailed_teams.drop(['id_x', 'id_y', 'team_fifa_api_id_y'], axis=1)
detailed_teams.columns = detailed_teams.columns.str.replace('_x', '')
detailed_teams.columns
Index(['team_api_id', 'team_fifa_api_id', 'team_long_name', 'team_short_name',
'date', 'buildUpPlaySpeed', 'buildUpPlaySpeedClass',
'buildUpPlayDribblingClass', 'buildUpPlayPassing',
'buildUpPlayPassingClass', 'buildUpPlayPositioningClass',
'chanceCreationPassing', 'chanceCreationPassingClass',
'chanceCreationCrossing', 'chanceCreationCrossingClass',
'chanceCreationShooting', 'chanceCreationShootingClass',
'chanceCreationPositioningClass', 'defencePressure',
'defencePressureClass', 'defenceAggression', 'defenceAggressionClass',
'defenceTeamWidth', 'defenceTeamWidthClass',
'defenceDefenderLineClass'],
dtype='object')
# Добавим столбец с годом
detailed_teams['year'] = detailed_teams['date'].dt.year
Проверим, надо ли понижать размерность датафрейма, сгруппировав данные по годам.
# Посмотрим, по сколько строчек приходится на команду
detailed_teams['team_api_id'].value_counts(ascending=False)
team_api_id
8350 6
8540 6
10249 6
9927 6
9864 6
..
6351 1
9999 1
8596 1
6547 1
8262 1
Name: count, Length: 288, dtype: int64
Видим, что максимальное значение - 6. Проверим его глазами по команде с id 8350
detailed_teams['team_long_name'].value_counts(ascending=False)
team_long_name
Widzew Łódź 8
1. FC Kaiserslautern 6
Palermo 6
Montpellier Hérault SC 6
Motherwell 6
..
Leixões SC 1
SV Darmstadt 98 1
Boavista FC 1
FC Vaduz 1
FC Dordrecht 1
Name: count, Length: 285, dtype: int64
detailed_teams[detailed_teams['team_api_id']==8350]
| team_api_id | team_fifa_api_id | team_long_name | team_short_name | date | buildUpPlaySpeed | buildUpPlaySpeedClass | buildUpPlayDribblingClass | buildUpPlayPassing | buildUpPlayPassingClass | buildUpPlayPositioningClass | chanceCreationPassing | chanceCreationPassingClass | chanceCreationCrossing | chanceCreationCrossingClass | chanceCreationShooting | chanceCreationShootingClass | chanceCreationPositioningClass | defencePressure | defencePressureClass | defenceAggression | defenceAggressionClass | defenceTeamWidth | defenceTeamWidthClass | defenceDefenderLineClass | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 2010-02-22 | 45 | Balanced | Little | 55 | Mixed | Organised | 45 | Normal | 70 | Lots | 70 | Lots | Organised | 70 | High | 70 | Double | 70 | Wide | Cover | 2010 |
| 1 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 2011-02-22 | 48 | Balanced | Little | 42 | Mixed | Organised | 49 | Normal | 68 | Lots | 53 | Normal | Organised | 38 | Medium | 48 | Press | 53 | Normal | Cover | 2011 |
| 2 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 2012-02-22 | 38 | Balanced | Little | 54 | Mixed | Organised | 43 | Normal | 49 | Normal | 64 | Normal | Organised | 37 | Medium | 51 | Press | 53 | Normal | Cover | 2012 |
| 3 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 2013-09-20 | 61 | Balanced | Little | 54 | Mixed | Organised | 43 | Normal | 62 | Normal | 56 | Normal | Organised | 48 | Medium | 50 | Press | 53 | Normal | Cover | 2013 |
| 4 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 2014-09-19 | 66 | Balanced | Normal | 53 | Mixed | Organised | 54 | Normal | 69 | Lots | 51 | Normal | Organised | 47 | Medium | 47 | Press | 49 | Normal | Cover | 2014 |
| 5 | 8350 | 29.0 | 1. FC Kaiserslautern | KAI | 2015-09-10 | 49 | Balanced | Normal | 52 | Mixed | Organised | 49 | Normal | 54 | Normal | 64 | Normal | Organised | 41 | Medium | 51 | Press | 53 | Normal | Cover | 2015 |
detailed_teams['date'].value_counts(ascending=False)
date 2015-09-10 245 2011-02-22 244 2014-09-19 244 2012-02-22 242 2013-09-20 242 2010-02-22 241 Name: count, dtype: int64
Видим, что каждая строчка - это данные по атрибутам команды за конкретный год. Значит группировать датафрейм по годам не будем.
detailed_players = players.merge(player_attributes, how='inner', on='player_api_id')
Уберем лишние столбцы
detailed_players = detailed_players.drop(['id_x', 'id_y', 'player_fifa_api_id_y'], axis=1)
detailed_players.columns = detailed_players.columns.str.replace('_x', '')
detailed_players.columns
Index(['player_api_id', 'player_name', 'player_fifa_api_id', 'birthday',
'height', 'weight', 'date', 'overall_rating', 'potential',
'preferred_foot', 'attacking_work_rate', 'defensive_work_rate',
'crossing', 'finishing', 'heading_accuracy', 'short_passing', 'volleys',
'dribbling', 'curve', 'free_kick_accuracy', 'long_passing',
'ball_control', 'acceleration', 'sprint_speed', 'agility', 'reactions',
'balance', 'shot_power', 'jumping', 'stamina', 'strength', 'long_shots',
'aggression', 'interceptions', 'positioning', 'vision', 'penalties',
'marking', 'standing_tackle', 'sliding_tackle', 'gk_diving',
'gk_handling', 'gk_kicking', 'gk_positioning', 'gk_reflexes'],
dtype='object')
Данных по игрокам довольно много, и не хотелось бы подтягивать их все в основной датафрейм с матчами, поэтому проанализируем имеющиеся факторы и уберем ненужные.
detailed_players.isnull().sum().sum()
47301
Построим матрицу корреляций с признаком overall_rating и отсортируем полученные значения.
correlation_matrix = detailed_players.corr(numeric_only=True)
correlation_matrix["overall_rating"].sort_values(ascending=False)
overall_rating 1.000000 reactions 0.769246 potential 0.766757 short_passing 0.458361 ball_control 0.444257 long_passing 0.435018 vision 0.431137 shot_power 0.427996 penalties 0.393189 long_shots 0.392382 positioning 0.370019 volleys 0.361470 curve 0.357772 crossing 0.357699 dribbling 0.354324 free_kick_accuracy 0.349592 finishing 0.329298 stamina 0.327456 aggression 0.323934 strength 0.318661 heading_accuracy 0.314099 jumping 0.259023 sprint_speed 0.254841 interceptions 0.250370 acceleration 0.245655 agility 0.239896 standing_tackle 0.165349 balance 0.160364 marking 0.133377 sliding_tackle 0.128889 weight 0.064396 gk_diving 0.027976 gk_kicking 0.025682 gk_positioning 0.005709 gk_reflexes 0.005687 gk_handling 0.004410 height -0.003475 player_fifa_api_id -0.274171 player_api_id -0.322389 Name: overall_rating, dtype: float64
Видим, что большинство характеристик игроков имеют довольно слабую корреляцию с overall_rating.
Пока делаем вывод, что в таблицу с матчами точно будем подтягивать признаки, у которых значимая корреляция (>70%) с overall_rating, т.е. reactions и potential, ну и сам overall_rating.
Остальные атрибуты игроков с корреляцией ниже 70% все же не хотелось бы терять (вдруг они покажут высокую предсказательную силу), но подтягивать их все по отдельности смерти подобно, поэтому сгруппируем те из них, что имеют корреляцию > 30%, в два новых столбца: их общая сумма и среднее значение.
Отберем плохие атрибуты
attr_corr = pd.DataFrame(correlation_matrix["overall_rating"].sort_values(ascending=False))
bad_player_attr = list(attr_corr[attr_corr['overall_rating'] < 0.3].index)
bad_player_attr
['jumping', 'sprint_speed', 'interceptions', 'acceleration', 'agility', 'standing_tackle', 'balance', 'marking', 'sliding_tackle', 'weight', 'gk_diving', 'gk_kicking', 'gk_positioning', 'gk_reflexes', 'gk_handling', 'height', 'player_fifa_api_id', 'player_api_id']
player_attr_name_cols = detailed_players.drop(bad_player_attr, axis=1).select_dtypes('float')
player_attr_name_cols = player_attr_name_cols.drop(['overall_rating'], axis=1).select_dtypes('float').columns
player_attr_name_cols
Index(['potential', 'crossing', 'finishing', 'heading_accuracy',
'short_passing', 'volleys', 'dribbling', 'curve', 'free_kick_accuracy',
'long_passing', 'ball_control', 'reactions', 'shot_power', 'stamina',
'strength', 'long_shots', 'aggression', 'positioning', 'vision',
'penalties'],
dtype='object')
detailed_players['player_attr_sum'] = detailed_players[player_attr_name_cols].sum(axis=1, numeric_only=True)
detailed_players['player_attr_mean'] = detailed_players[player_attr_name_cols].mean(axis=1, numeric_only=True)
detailed_players.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 183978 entries, 0 to 183977 Data columns (total 47 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 player_api_id 183978 non-null int64 1 player_name 183978 non-null object 2 player_fifa_api_id 183978 non-null int64 3 birthday 183978 non-null object 4 height 183978 non-null float64 5 weight 183978 non-null int64 6 date 183978 non-null datetime64[ns] 7 overall_rating 183142 non-null float64 8 potential 183142 non-null float64 9 preferred_foot 183142 non-null object 10 attacking_work_rate 180748 non-null object 11 defensive_work_rate 183142 non-null object 12 crossing 183142 non-null float64 13 finishing 183142 non-null float64 14 heading_accuracy 183142 non-null float64 15 short_passing 183142 non-null float64 16 volleys 181265 non-null float64 17 dribbling 183142 non-null float64 18 curve 181265 non-null float64 19 free_kick_accuracy 183142 non-null float64 20 long_passing 183142 non-null float64 21 ball_control 183142 non-null float64 22 acceleration 183142 non-null float64 23 sprint_speed 183142 non-null float64 24 agility 181265 non-null float64 25 reactions 183142 non-null float64 26 balance 181265 non-null float64 27 shot_power 183142 non-null float64 28 jumping 181265 non-null float64 29 stamina 183142 non-null float64 30 strength 183142 non-null float64 31 long_shots 183142 non-null float64 32 aggression 183142 non-null float64 33 interceptions 183142 non-null float64 34 positioning 183142 non-null float64 35 vision 181265 non-null float64 36 penalties 183142 non-null float64 37 marking 183142 non-null float64 38 standing_tackle 183142 non-null float64 39 sliding_tackle 181265 non-null float64 40 gk_diving 183142 non-null float64 41 gk_handling 183142 non-null float64 42 gk_kicking 183142 non-null float64 43 gk_positioning 183142 non-null float64 44 gk_reflexes 183142 non-null float64 45 player_attr_sum 183978 non-null float64 46 player_attr_mean 183142 non-null float64 dtypes: datetime64[ns](1), float64(38), int64(3), object(5) memory usage: 66.0+ MB
detailed_players_cut = detailed_players.loc[:, ['player_api_id',
'player_name',
'player_fifa_api_id',
'date',
'overall_rating',
'reactions',
'potential',
'player_attr_sum',
'player_attr_mean']]
# Сразу создадим столбец year
detailed_players_cut['year'] = detailed_players_cut['date'].dt.year
Мы будем добавлять в датафрейм с атрибутами команд префиксы home и away, поэтому добавим аналогичные столбцы в detailed_matches, чтобы merge_asof нашел одинаково названный ключ в объединяемых датафреймах.
detailed_matches['home_date'] = detailed_matches['date']
detailed_matches['away_date'] = detailed_matches['date']
Также добавим контрольный столбец check_date, чтобы после сравнить дельту между датой подтянутых атрибутов и фактической датой матча.
detailed_teams['check_date'] = detailed_teams['date']
# Сначала подтянем данные по командам, игравшим дома
data = pd.merge_asof(detailed_matches.sort_values(by=['home_date']),
detailed_teams.add_prefix('home_').sort_values(by=['home_date']),
on = 'home_date', by = 'home_team_api_id', direction = 'nearest')
# Теперь данные по командам, игравшим в гостях
data = pd.merge_asof(data.sort_values(by=['away_date']),
detailed_teams.add_prefix('away_').sort_values(by=['away_date']),
on = 'away_date', by = 'away_team_api_id', direction = 'nearest')
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 126 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_1 24755 non-null float64 12 home_player_2 24664 non-null float64 13 home_player_3 24698 non-null float64 14 home_player_4 24656 non-null float64 15 home_player_5 24663 non-null float64 16 home_player_6 24654 non-null float64 17 home_player_7 24752 non-null float64 18 home_player_8 24670 non-null float64 19 home_player_9 24706 non-null float64 20 home_player_10 24543 non-null float64 21 home_player_11 24424 non-null float64 22 away_player_1 24745 non-null float64 23 away_player_2 24701 non-null float64 24 away_player_3 24686 non-null float64 25 away_player_4 24658 non-null float64 26 away_player_5 24644 non-null float64 27 away_player_6 24666 non-null float64 28 away_player_7 24744 non-null float64 29 away_player_8 24638 non-null float64 30 away_player_9 24651 non-null float64 31 away_player_10 24538 non-null float64 32 away_player_11 24425 non-null float64 33 goal 14217 non-null object 34 shoton 14217 non-null object 35 shotoff 14217 non-null object 36 foulcommit 14217 non-null object 37 card 14217 non-null object 38 cross 14217 non-null object 39 corner 14217 non-null object 40 possession 14217 non-null object 41 B365H 22592 non-null float64 42 B365D 22592 non-null float64 43 B365A 22592 non-null float64 44 BWH 22575 non-null float64 45 BWD 22575 non-null float64 46 BWA 22575 non-null float64 47 IWH 22520 non-null float64 48 IWD 22520 non-null float64 49 IWA 22520 non-null float64 50 LBH 22556 non-null float64 51 LBD 22556 non-null float64 52 LBA 22556 non-null float64 53 PSH 11168 non-null float64 54 PSD 11168 non-null float64 55 PSA 11168 non-null float64 56 WHH 22571 non-null float64 57 WHD 22571 non-null float64 58 WHA 22571 non-null float64 59 SJH 17097 non-null float64 60 SJD 17097 non-null float64 61 SJA 17097 non-null float64 62 VCH 22568 non-null float64 63 VCD 22568 non-null float64 64 VCA 22568 non-null float64 65 GBH 14162 non-null float64 66 GBD 14162 non-null float64 67 GBA 14162 non-null float64 68 BSH 14161 non-null float64 69 BSD 14161 non-null float64 70 BSA 14161 non-null float64 71 league_name 25979 non-null object 72 country_name 25979 non-null object 73 match_year 25979 non-null int32 74 home_date 25979 non-null datetime64[ns] 75 away_date 25979 non-null datetime64[ns] 76 home_team_fifa_api_id 25801 non-null float64 77 home_team_long_name 25801 non-null object 78 home_team_short_name 25801 non-null object 79 home_buildUpPlaySpeed 25801 non-null float64 80 home_buildUpPlaySpeedClass 25801 non-null object 81 home_buildUpPlayDribblingClass 25801 non-null object 82 home_buildUpPlayPassing 25801 non-null float64 83 home_buildUpPlayPassingClass 25801 non-null object 84 home_buildUpPlayPositioningClass 25801 non-null object 85 home_chanceCreationPassing 25801 non-null float64 86 home_chanceCreationPassingClass 25801 non-null object 87 home_chanceCreationCrossing 25801 non-null float64 88 home_chanceCreationCrossingClass 25801 non-null object 89 home_chanceCreationShooting 25801 non-null float64 90 home_chanceCreationShootingClass 25801 non-null object 91 home_chanceCreationPositioningClass 25801 non-null object 92 home_defencePressure 25801 non-null float64 93 home_defencePressureClass 25801 non-null object 94 home_defenceAggression 25801 non-null float64 95 home_defenceAggressionClass 25801 non-null object 96 home_defenceTeamWidth 25801 non-null float64 97 home_defenceTeamWidthClass 25801 non-null object 98 home_defenceDefenderLineClass 25801 non-null object 99 home_year 25801 non-null float64 100 home_check_date 25801 non-null datetime64[ns] 101 away_team_fifa_api_id 25801 non-null float64 102 away_team_long_name 25801 non-null object 103 away_team_short_name 25801 non-null object 104 away_buildUpPlaySpeed 25801 non-null float64 105 away_buildUpPlaySpeedClass 25801 non-null object 106 away_buildUpPlayDribblingClass 25801 non-null object 107 away_buildUpPlayPassing 25801 non-null float64 108 away_buildUpPlayPassingClass 25801 non-null object 109 away_buildUpPlayPositioningClass 25801 non-null object 110 away_chanceCreationPassing 25801 non-null float64 111 away_chanceCreationPassingClass 25801 non-null object 112 away_chanceCreationCrossing 25801 non-null float64 113 away_chanceCreationCrossingClass 25801 non-null object 114 away_chanceCreationShooting 25801 non-null float64 115 away_chanceCreationShootingClass 25801 non-null object 116 away_chanceCreationPositioningClass 25801 non-null object 117 away_defencePressure 25801 non-null float64 118 away_defencePressureClass 25801 non-null object 119 away_defenceAggression 25801 non-null float64 120 away_defenceAggressionClass 25801 non-null object 121 away_defenceTeamWidth 25801 non-null float64 122 away_defenceTeamWidthClass 25801 non-null object 123 away_defenceDefenderLineClass 25801 non-null object 124 away_year 25801 non-null float64 125 away_check_date 25801 non-null datetime64[ns] dtypes: datetime64[ns](5), float64(72), int32(1), int64(9), object(39) memory usage: 24.9+ MB
data.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | home_player_1 | home_player_2 | home_player_3 | home_player_4 | home_player_5 | home_player_6 | home_player_7 | home_player_8 | home_player_9 | home_player_10 | home_player_11 | away_player_1 | away_player_2 | away_player_3 | away_player_4 | away_player_5 | away_player_6 | away_player_7 | away_player_8 | away_player_9 | away_player_10 | away_player_11 | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | league_name | country_name | match_year | home_date | away_date | home_team_fifa_api_id | home_team_long_name | home_team_short_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | home_year | home_check_date | away_team_fifa_api_id | away_team_long_name | away_team_short_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | away_year | away_check_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24559 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-18 | 486263 | 10192 | 9931 | 1 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | 2008-07-18 | 2008-07-18 | 900.0 | BSC Young Boys | YB | 55.0 | Balanced | Little | 55.0 | Mixed | Organised | 55.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 55.0 | Medium | 55.0 | Press | 60.0 | Normal | Offside Trap | 2010.0 | 2010-02-22 | 896.0 | FC Basel | BAS | 40.0 | Balanced | Little | 45.0 | Mixed | Organised | 50.0 | Normal | 65.0 | Normal | 50.0 | Normal | Organised | 60.0 | Medium | 60.0 | Press | 60.0 | Normal | Cover | 2010.0 | 2010-02-22 |
| 1 | 24560 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-19 | 486264 | 9930 | 10179 | 3 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | 2008-07-19 | 2008-07-19 | 434.0 | FC Aarau | AAR | 60.0 | Balanced | Little | 50.0 | Mixed | Organised | 60.0 | Normal | 65.0 | Normal | 55.0 | Normal | Organised | 50.0 | Medium | 55.0 | Press | 45.0 | Normal | Cover | 2010.0 | 2010-02-22 | 110770.0 | FC Sion | SIO | 35.0 | Balanced | Little | 60.0 | Mixed | Organised | 50.0 | Normal | 60.0 | Normal | 60.0 | Normal | Organised | 35.0 | Medium | 40.0 | Press | 45.0 | Normal | Offside Trap | 2010.0 | 2010-02-22 |
| 2 | 24561 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-20 | 486265 | 10199 | 9824 | 1 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | 2008-07-20 | 2008-07-20 | 897.0 | FC Luzern | LUZ | 45.0 | Balanced | Little | 60.0 | Mixed | Organised | 45.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 40.0 | Medium | 45.0 | Press | 50.0 | Normal | Offside Trap | 2010.0 | 2010-02-22 | 286.0 | FC Vaduz | VAD | 53.0 | Balanced | Little | 56.0 | Mixed | Organised | 38.0 | Normal | 53.0 | Normal | 46.0 | Normal | Organised | 42.0 | Medium | 33.0 | Contain | 58.0 | Normal | Cover | 2015.0 | 2015-09-10 |
data_check = data.loc[:, ['date', 'home_date', 'away_date', 'home_check_date', 'away_check_date']]
data_check['home_date_diff'] = data_check['home_date'] - data_check['home_check_date']
data_check['away_date_diff'] = data_check['away_date'] - data_check['away_check_date']
data_check
| date | home_date | away_date | home_check_date | away_check_date | home_date_diff | away_date_diff | |
|---|---|---|---|---|---|---|---|
| 0 | 2008-07-18 | 2008-07-18 | 2008-07-18 | 2010-02-22 | 2010-02-22 | -584 days | -584 days |
| 1 | 2008-07-19 | 2008-07-19 | 2008-07-19 | 2010-02-22 | 2010-02-22 | -583 days | -583 days |
| 2 | 2008-07-20 | 2008-07-20 | 2008-07-20 | 2010-02-22 | 2015-09-10 | -582 days | -2608 days |
| 3 | 2008-07-20 | 2008-07-20 | 2008-07-20 | 2010-02-22 | 2010-02-22 | -582 days | -582 days |
| 4 | 2008-07-23 | 2008-07-23 | 2008-07-23 | 2010-02-22 | 2010-02-22 | -579 days | -579 days |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 25974 | 2016-05-25 | 2016-05-25 | 2016-05-25 | 2015-09-10 | 2015-09-10 | 258 days | 258 days |
| 25975 | 2016-05-25 | 2016-05-25 | 2016-05-25 | 2015-09-10 | 2015-09-10 | 258 days | 258 days |
| 25976 | 2016-05-25 | 2016-05-25 | 2016-05-25 | NaT | 2015-09-10 | NaT | 258 days |
| 25977 | 2016-05-25 | 2016-05-25 | 2016-05-25 | 2015-09-10 | 2015-09-10 | 258 days | 258 days |
| 25978 | 2016-05-25 | 2016-05-25 | 2016-05-25 | 2015-09-10 | 2015-09-10 | 258 days | 258 days |
25979 rows × 7 columns
data_check['home_date_diff'].mean(), data_check['away_date_diff'].mean()
(Timedelta('-54 days +11:04:02.920817023'),
Timedelta('-54 days +10:49:08.815937367'))
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 126 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_1 24755 non-null float64 12 home_player_2 24664 non-null float64 13 home_player_3 24698 non-null float64 14 home_player_4 24656 non-null float64 15 home_player_5 24663 non-null float64 16 home_player_6 24654 non-null float64 17 home_player_7 24752 non-null float64 18 home_player_8 24670 non-null float64 19 home_player_9 24706 non-null float64 20 home_player_10 24543 non-null float64 21 home_player_11 24424 non-null float64 22 away_player_1 24745 non-null float64 23 away_player_2 24701 non-null float64 24 away_player_3 24686 non-null float64 25 away_player_4 24658 non-null float64 26 away_player_5 24644 non-null float64 27 away_player_6 24666 non-null float64 28 away_player_7 24744 non-null float64 29 away_player_8 24638 non-null float64 30 away_player_9 24651 non-null float64 31 away_player_10 24538 non-null float64 32 away_player_11 24425 non-null float64 33 goal 14217 non-null object 34 shoton 14217 non-null object 35 shotoff 14217 non-null object 36 foulcommit 14217 non-null object 37 card 14217 non-null object 38 cross 14217 non-null object 39 corner 14217 non-null object 40 possession 14217 non-null object 41 B365H 22592 non-null float64 42 B365D 22592 non-null float64 43 B365A 22592 non-null float64 44 BWH 22575 non-null float64 45 BWD 22575 non-null float64 46 BWA 22575 non-null float64 47 IWH 22520 non-null float64 48 IWD 22520 non-null float64 49 IWA 22520 non-null float64 50 LBH 22556 non-null float64 51 LBD 22556 non-null float64 52 LBA 22556 non-null float64 53 PSH 11168 non-null float64 54 PSD 11168 non-null float64 55 PSA 11168 non-null float64 56 WHH 22571 non-null float64 57 WHD 22571 non-null float64 58 WHA 22571 non-null float64 59 SJH 17097 non-null float64 60 SJD 17097 non-null float64 61 SJA 17097 non-null float64 62 VCH 22568 non-null float64 63 VCD 22568 non-null float64 64 VCA 22568 non-null float64 65 GBH 14162 non-null float64 66 GBD 14162 non-null float64 67 GBA 14162 non-null float64 68 BSH 14161 non-null float64 69 BSD 14161 non-null float64 70 BSA 14161 non-null float64 71 league_name 25979 non-null object 72 country_name 25979 non-null object 73 match_year 25979 non-null int32 74 home_date 25979 non-null datetime64[ns] 75 away_date 25979 non-null datetime64[ns] 76 home_team_fifa_api_id 25801 non-null float64 77 home_team_long_name 25801 non-null object 78 home_team_short_name 25801 non-null object 79 home_buildUpPlaySpeed 25801 non-null float64 80 home_buildUpPlaySpeedClass 25801 non-null object 81 home_buildUpPlayDribblingClass 25801 non-null object 82 home_buildUpPlayPassing 25801 non-null float64 83 home_buildUpPlayPassingClass 25801 non-null object 84 home_buildUpPlayPositioningClass 25801 non-null object 85 home_chanceCreationPassing 25801 non-null float64 86 home_chanceCreationPassingClass 25801 non-null object 87 home_chanceCreationCrossing 25801 non-null float64 88 home_chanceCreationCrossingClass 25801 non-null object 89 home_chanceCreationShooting 25801 non-null float64 90 home_chanceCreationShootingClass 25801 non-null object 91 home_chanceCreationPositioningClass 25801 non-null object 92 home_defencePressure 25801 non-null float64 93 home_defencePressureClass 25801 non-null object 94 home_defenceAggression 25801 non-null float64 95 home_defenceAggressionClass 25801 non-null object 96 home_defenceTeamWidth 25801 non-null float64 97 home_defenceTeamWidthClass 25801 non-null object 98 home_defenceDefenderLineClass 25801 non-null object 99 home_year 25801 non-null float64 100 home_check_date 25801 non-null datetime64[ns] 101 away_team_fifa_api_id 25801 non-null float64 102 away_team_long_name 25801 non-null object 103 away_team_short_name 25801 non-null object 104 away_buildUpPlaySpeed 25801 non-null float64 105 away_buildUpPlaySpeedClass 25801 non-null object 106 away_buildUpPlayDribblingClass 25801 non-null object 107 away_buildUpPlayPassing 25801 non-null float64 108 away_buildUpPlayPassingClass 25801 non-null object 109 away_buildUpPlayPositioningClass 25801 non-null object 110 away_chanceCreationPassing 25801 non-null float64 111 away_chanceCreationPassingClass 25801 non-null object 112 away_chanceCreationCrossing 25801 non-null float64 113 away_chanceCreationCrossingClass 25801 non-null object 114 away_chanceCreationShooting 25801 non-null float64 115 away_chanceCreationShootingClass 25801 non-null object 116 away_chanceCreationPositioningClass 25801 non-null object 117 away_defencePressure 25801 non-null float64 118 away_defencePressureClass 25801 non-null object 119 away_defenceAggression 25801 non-null float64 120 away_defenceAggressionClass 25801 non-null object 121 away_defenceTeamWidth 25801 non-null float64 122 away_defenceTeamWidthClass 25801 non-null object 123 away_defenceDefenderLineClass 25801 non-null object 124 away_year 25801 non-null float64 125 away_check_date 25801 non-null datetime64[ns] dtypes: datetime64[ns](5), float64(72), int32(1), int64(9), object(39) memory usage: 24.9+ MB
Удалим ненужные столбцы
data = data.drop(['home_team_fifa_api_id',
'home_team_short_name',
'home_date',
'home_year',
'away_team_fifa_api_id',
'away_team_short_name',
'away_date',
'away_year',
'home_check_date',
'away_check_date'],
axis=1)
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 116 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_1 24755 non-null float64 12 home_player_2 24664 non-null float64 13 home_player_3 24698 non-null float64 14 home_player_4 24656 non-null float64 15 home_player_5 24663 non-null float64 16 home_player_6 24654 non-null float64 17 home_player_7 24752 non-null float64 18 home_player_8 24670 non-null float64 19 home_player_9 24706 non-null float64 20 home_player_10 24543 non-null float64 21 home_player_11 24424 non-null float64 22 away_player_1 24745 non-null float64 23 away_player_2 24701 non-null float64 24 away_player_3 24686 non-null float64 25 away_player_4 24658 non-null float64 26 away_player_5 24644 non-null float64 27 away_player_6 24666 non-null float64 28 away_player_7 24744 non-null float64 29 away_player_8 24638 non-null float64 30 away_player_9 24651 non-null float64 31 away_player_10 24538 non-null float64 32 away_player_11 24425 non-null float64 33 goal 14217 non-null object 34 shoton 14217 non-null object 35 shotoff 14217 non-null object 36 foulcommit 14217 non-null object 37 card 14217 non-null object 38 cross 14217 non-null object 39 corner 14217 non-null object 40 possession 14217 non-null object 41 B365H 22592 non-null float64 42 B365D 22592 non-null float64 43 B365A 22592 non-null float64 44 BWH 22575 non-null float64 45 BWD 22575 non-null float64 46 BWA 22575 non-null float64 47 IWH 22520 non-null float64 48 IWD 22520 non-null float64 49 IWA 22520 non-null float64 50 LBH 22556 non-null float64 51 LBD 22556 non-null float64 52 LBA 22556 non-null float64 53 PSH 11168 non-null float64 54 PSD 11168 non-null float64 55 PSA 11168 non-null float64 56 WHH 22571 non-null float64 57 WHD 22571 non-null float64 58 WHA 22571 non-null float64 59 SJH 17097 non-null float64 60 SJD 17097 non-null float64 61 SJA 17097 non-null float64 62 VCH 22568 non-null float64 63 VCD 22568 non-null float64 64 VCA 22568 non-null float64 65 GBH 14162 non-null float64 66 GBD 14162 non-null float64 67 GBA 14162 non-null float64 68 BSH 14161 non-null float64 69 BSD 14161 non-null float64 70 BSA 14161 non-null float64 71 league_name 25979 non-null object 72 country_name 25979 non-null object 73 match_year 25979 non-null int32 74 home_team_long_name 25801 non-null object 75 home_buildUpPlaySpeed 25801 non-null float64 76 home_buildUpPlaySpeedClass 25801 non-null object 77 home_buildUpPlayDribblingClass 25801 non-null object 78 home_buildUpPlayPassing 25801 non-null float64 79 home_buildUpPlayPassingClass 25801 non-null object 80 home_buildUpPlayPositioningClass 25801 non-null object 81 home_chanceCreationPassing 25801 non-null float64 82 home_chanceCreationPassingClass 25801 non-null object 83 home_chanceCreationCrossing 25801 non-null float64 84 home_chanceCreationCrossingClass 25801 non-null object 85 home_chanceCreationShooting 25801 non-null float64 86 home_chanceCreationShootingClass 25801 non-null object 87 home_chanceCreationPositioningClass 25801 non-null object 88 home_defencePressure 25801 non-null float64 89 home_defencePressureClass 25801 non-null object 90 home_defenceAggression 25801 non-null float64 91 home_defenceAggressionClass 25801 non-null object 92 home_defenceTeamWidth 25801 non-null float64 93 home_defenceTeamWidthClass 25801 non-null object 94 home_defenceDefenderLineClass 25801 non-null object 95 away_team_long_name 25801 non-null object 96 away_buildUpPlaySpeed 25801 non-null float64 97 away_buildUpPlaySpeedClass 25801 non-null object 98 away_buildUpPlayDribblingClass 25801 non-null object 99 away_buildUpPlayPassing 25801 non-null float64 100 away_buildUpPlayPassingClass 25801 non-null object 101 away_buildUpPlayPositioningClass 25801 non-null object 102 away_chanceCreationPassing 25801 non-null float64 103 away_chanceCreationPassingClass 25801 non-null object 104 away_chanceCreationCrossing 25801 non-null float64 105 away_chanceCreationCrossingClass 25801 non-null object 106 away_chanceCreationShooting 25801 non-null float64 107 away_chanceCreationShootingClass 25801 non-null object 108 away_chanceCreationPositioningClass 25801 non-null object 109 away_defencePressure 25801 non-null float64 110 away_defencePressureClass 25801 non-null object 111 away_defenceAggression 25801 non-null float64 112 away_defenceAggressionClass 25801 non-null object 113 away_defenceTeamWidth 25801 non-null float64 114 away_defenceTeamWidthClass 25801 non-null object 115 away_defenceDefenderLineClass 25801 non-null object dtypes: datetime64[ns](1), float64(68), int32(1), int64(9), object(37) memory usage: 22.9+ MB
detailed_players_cut
| player_api_id | player_name | player_fifa_api_id | date | overall_rating | reactions | potential | player_attr_sum | player_attr_mean | year | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 505942 | Aaron Appindangoye | 218353 | 2016-02-18 | 67.0 | 47.0 | 71.0 | 1073.0 | 53.65 | 2016 |
| 1 | 505942 | Aaron Appindangoye | 218353 | 2015-11-19 | 67.0 | 47.0 | 71.0 | 1073.0 | 53.65 | 2015 |
| 2 | 505942 | Aaron Appindangoye | 218353 | 2015-09-21 | 62.0 | 47.0 | 66.0 | 1060.0 | 53.00 | 2015 |
| 3 | 505942 | Aaron Appindangoye | 218353 | 2015-03-20 | 61.0 | 46.0 | 65.0 | 1042.0 | 52.10 | 2015 |
| 4 | 505942 | Aaron Appindangoye | 218353 | 2007-02-22 | 61.0 | 46.0 | 65.0 | 1042.0 | 52.10 | 2007 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 183973 | 39902 | Zvjezdan Misimovic | 102359 | 2009-08-30 | 83.0 | 86.0 | 85.0 | 1583.0 | 79.15 | 2009 |
| 183974 | 39902 | Zvjezdan Misimovic | 102359 | 2009-02-22 | 78.0 | 74.0 | 80.0 | 1492.0 | 74.60 | 2009 |
| 183975 | 39902 | Zvjezdan Misimovic | 102359 | 2008-08-30 | 77.0 | 74.0 | 80.0 | 1493.0 | 74.65 | 2008 |
| 183976 | 39902 | Zvjezdan Misimovic | 102359 | 2007-08-30 | 78.0 | 69.0 | 81.0 | 1466.0 | 73.30 | 2007 |
| 183977 | 39902 | Zvjezdan Misimovic | 102359 | 2007-02-22 | 80.0 | 66.0 | 81.0 | 1454.0 | 72.70 | 2007 |
183978 rows × 10 columns
Добавим контрольный столбец check_date, чтобы после сравнить дельту между датой подтянутых атрибутов и фактической датой матча.
detailed_players_cut['check_date'] = detailed_players_cut['date']
# Запишем колонки с id игроков в переменную player_cols
player_cols = list(data.filter(regex = '_player_').columns)
# Заполним значения NaN нулями
data.loc[:, player_cols] = data.loc[:, player_cols].fillna(0)
data.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | home_player_1 | home_player_2 | home_player_3 | home_player_4 | home_player_5 | home_player_6 | home_player_7 | home_player_8 | home_player_9 | home_player_10 | home_player_11 | away_player_1 | away_player_2 | away_player_3 | away_player_4 | away_player_5 | away_player_6 | away_player_7 | away_player_8 | away_player_9 | away_player_10 | away_player_11 | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | league_name | country_name | match_year | home_team_long_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24559 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-18 | 486263 | 10192 | 9931 | 1 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | BSC Young Boys | 55.0 | Balanced | Little | 55.0 | Mixed | Organised | 55.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 55.0 | Medium | 55.0 | Press | 60.0 | Normal | Offside Trap | FC Basel | 40.0 | Balanced | Little | 45.0 | Mixed | Organised | 50.0 | Normal | 65.0 | Normal | 50.0 | Normal | Organised | 60.0 | Medium | 60.0 | Press | 60.0 | Normal | Cover |
| 1 | 24560 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-19 | 486264 | 9930 | 10179 | 3 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Aarau | 60.0 | Balanced | Little | 50.0 | Mixed | Organised | 60.0 | Normal | 65.0 | Normal | 55.0 | Normal | Organised | 50.0 | Medium | 55.0 | Press | 45.0 | Normal | Cover | FC Sion | 35.0 | Balanced | Little | 60.0 | Mixed | Organised | 50.0 | Normal | 60.0 | Normal | 60.0 | Normal | Organised | 35.0 | Medium | 40.0 | Press | 45.0 | Normal | Offside Trap |
| 2 | 24561 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-20 | 486265 | 10199 | 9824 | 1 | 2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Luzern | 45.0 | Balanced | Little | 60.0 | Mixed | Organised | 45.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 40.0 | Medium | 45.0 | Press | 50.0 | Normal | Offside Trap | FC Vaduz | 53.0 | Balanced | Little | 56.0 | Mixed | Organised | 38.0 | Normal | 53.0 | Normal | 46.0 | Normal | Organised | 42.0 | Medium | 33.0 | Contain | 58.0 | Normal | Cover |
Поменяем тип данных в колонках с id игроков на int - это нужно для корректного объединения вреймов методом merge_asof
for i in range(1, 12):
data[f'home_player_{i}'] = data[f'home_player_{i}'].astype('int')
data[f'away_player_{i}'] = data[f'away_player_{i}'].astype('int')
data.loc[:, player_cols].info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 22 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 home_player_1 25979 non-null int64 1 home_player_2 25979 non-null int64 2 home_player_3 25979 non-null int64 3 home_player_4 25979 non-null int64 4 home_player_5 25979 non-null int64 5 home_player_6 25979 non-null int64 6 home_player_7 25979 non-null int64 7 home_player_8 25979 non-null int64 8 home_player_9 25979 non-null int64 9 home_player_10 25979 non-null int64 10 home_player_11 25979 non-null int64 11 away_player_1 25979 non-null int64 12 away_player_2 25979 non-null int64 13 away_player_3 25979 non-null int64 14 away_player_4 25979 non-null int64 15 away_player_5 25979 non-null int64 16 away_player_6 25979 non-null int64 17 away_player_7 25979 non-null int64 18 away_player_8 25979 non-null int64 19 away_player_9 25979 non-null int64 20 away_player_10 25979 non-null int64 21 away_player_11 25979 non-null int64 dtypes: int64(22) memory usage: 4.4 MB
# Цикл для присоединения атрибутов игроков команды, игравшей дома
for i in range(1, 12):
data = pd.merge_asof(data.sort_values(by=['date']),
detailed_players_cut.add_prefix(f'home_{i}_').sort_values(by=[f'home_{i}_date']),
left_on = 'date', right_on = f'home_{i}_date',
left_by = f'home_player_{i}', right_by = f'home_{i}_player_api_id',
direction = 'nearest')
# Цикл для присоединения атрибутов игроков команды, игравшей в гостях
for i in range(1, 12):
data = pd.merge_asof(data.sort_values(by=['date']),
detailed_players_cut.add_prefix(f'away_{i}_').sort_values(by=[f'away_{i}_date']),
left_on = 'date', right_on = f'away_{i}_date',
left_by = f'away_player_{i}', right_by = f'away_{i}_player_api_id',
direction = 'nearest')
data.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | home_player_1 | home_player_2 | home_player_3 | home_player_4 | home_player_5 | home_player_6 | home_player_7 | home_player_8 | home_player_9 | home_player_10 | home_player_11 | away_player_1 | away_player_2 | away_player_3 | away_player_4 | away_player_5 | away_player_6 | away_player_7 | away_player_8 | away_player_9 | away_player_10 | away_player_11 | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | league_name | country_name | match_year | home_team_long_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | home_1_player_api_id | home_1_player_name | home_1_player_fifa_api_id | home_1_date | home_1_overall_rating | home_1_reactions | home_1_potential | home_1_player_attr_sum | home_1_player_attr_mean | ... | home_11_player_attr_sum | home_11_player_attr_mean | home_11_year | home_11_check_date | away_1_player_api_id | away_1_player_name | away_1_player_fifa_api_id | away_1_date | away_1_overall_rating | away_1_reactions | away_1_potential | away_1_player_attr_sum | away_1_player_attr_mean | away_1_year | away_1_check_date | away_2_player_api_id | away_2_player_name | away_2_player_fifa_api_id | away_2_date | away_2_overall_rating | away_2_reactions | away_2_potential | away_2_player_attr_sum | away_2_player_attr_mean | away_2_year | away_2_check_date | away_3_player_api_id | away_3_player_name | away_3_player_fifa_api_id | away_3_date | away_3_overall_rating | away_3_reactions | away_3_potential | away_3_player_attr_sum | away_3_player_attr_mean | away_3_year | away_3_check_date | away_4_player_api_id | away_4_player_name | away_4_player_fifa_api_id | away_4_date | away_4_overall_rating | away_4_reactions | away_4_potential | away_4_player_attr_sum | away_4_player_attr_mean | away_4_year | away_4_check_date | away_5_player_api_id | away_5_player_name | away_5_player_fifa_api_id | away_5_date | away_5_overall_rating | away_5_reactions | away_5_potential | away_5_player_attr_sum | away_5_player_attr_mean | away_5_year | away_5_check_date | away_6_player_api_id | away_6_player_name | away_6_player_fifa_api_id | away_6_date | away_6_overall_rating | away_6_reactions | away_6_potential | away_6_player_attr_sum | away_6_player_attr_mean | away_6_year | away_6_check_date | away_7_player_api_id | away_7_player_name | away_7_player_fifa_api_id | away_7_date | away_7_overall_rating | away_7_reactions | away_7_potential | away_7_player_attr_sum | away_7_player_attr_mean | away_7_year | away_7_check_date | away_8_player_api_id | away_8_player_name | away_8_player_fifa_api_id | away_8_date | away_8_overall_rating | away_8_reactions | away_8_potential | away_8_player_attr_sum | away_8_player_attr_mean | away_8_year | away_8_check_date | away_9_player_api_id | away_9_player_name | away_9_player_fifa_api_id | away_9_date | away_9_overall_rating | away_9_reactions | away_9_potential | away_9_player_attr_sum | away_9_player_attr_mean | away_9_year | away_9_check_date | away_10_player_api_id | away_10_player_name | away_10_player_fifa_api_id | away_10_date | away_10_overall_rating | away_10_reactions | away_10_potential | away_10_player_attr_sum | away_10_player_attr_mean | away_10_year | away_10_check_date | away_11_player_api_id | away_11_player_name | away_11_player_fifa_api_id | away_11_date | away_11_overall_rating | away_11_reactions | away_11_potential | away_11_player_attr_sum | away_11_player_attr_mean | away_11_year | away_11_check_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24559 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-18 | 486263 | 10192 | 9931 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | BSC Young Boys | 55.0 | Balanced | Little | 55.0 | Mixed | Organised | 55.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 55.0 | Medium | 55.0 | Press | 60.0 | Normal | Offside Trap | FC Basel | 40.0 | Balanced | Little | 45.0 | Mixed | Organised | 50.0 | Normal | 65.0 | Normal | 50.0 | Normal | Organised | 60.0 | Medium | 60.0 | Press | 60.0 | Normal | Cover | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT |
| 1 | 24560 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-19 | 486264 | 9930 | 10179 | 3 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Aarau | 60.0 | Balanced | Little | 50.0 | Mixed | Organised | 60.0 | Normal | 65.0 | Normal | 55.0 | Normal | Organised | 50.0 | Medium | 55.0 | Press | 45.0 | Normal | Cover | FC Sion | 35.0 | Balanced | Little | 60.0 | Mixed | Organised | 50.0 | Normal | 60.0 | Normal | 60.0 | Normal | Organised | 35.0 | Medium | 40.0 | Press | 45.0 | Normal | Offside Trap | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT |
| 2 | 24561 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-20 | 486265 | 10199 | 9824 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Luzern | 45.0 | Balanced | Little | 60.0 | Mixed | Organised | 45.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 40.0 | Medium | 45.0 | Press | 50.0 | Normal | Offside Trap | FC Vaduz | 53.0 | Balanced | Little | 56.0 | Mixed | Organised | 38.0 | Normal | 53.0 | Normal | 46.0 | Normal | Organised | 42.0 | Medium | 33.0 | Contain | 58.0 | Normal | Cover | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaT | NaN | NaN | NaN | NaN | NaN | NaN | NaT |
3 rows × 358 columns
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 358 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 home_player_1 25979 non-null int64 12 home_player_2 25979 non-null int64 13 home_player_3 25979 non-null int64 14 home_player_4 25979 non-null int64 15 home_player_5 25979 non-null int64 16 home_player_6 25979 non-null int64 17 home_player_7 25979 non-null int64 18 home_player_8 25979 non-null int64 19 home_player_9 25979 non-null int64 20 home_player_10 25979 non-null int64 21 home_player_11 25979 non-null int64 22 away_player_1 25979 non-null int64 23 away_player_2 25979 non-null int64 24 away_player_3 25979 non-null int64 25 away_player_4 25979 non-null int64 26 away_player_5 25979 non-null int64 27 away_player_6 25979 non-null int64 28 away_player_7 25979 non-null int64 29 away_player_8 25979 non-null int64 30 away_player_9 25979 non-null int64 31 away_player_10 25979 non-null int64 32 away_player_11 25979 non-null int64 33 goal 14217 non-null object 34 shoton 14217 non-null object 35 shotoff 14217 non-null object 36 foulcommit 14217 non-null object 37 card 14217 non-null object 38 cross 14217 non-null object 39 corner 14217 non-null object 40 possession 14217 non-null object 41 B365H 22592 non-null float64 42 B365D 22592 non-null float64 43 B365A 22592 non-null float64 44 BWH 22575 non-null float64 45 BWD 22575 non-null float64 46 BWA 22575 non-null float64 47 IWH 22520 non-null float64 48 IWD 22520 non-null float64 49 IWA 22520 non-null float64 50 LBH 22556 non-null float64 51 LBD 22556 non-null float64 52 LBA 22556 non-null float64 53 PSH 11168 non-null float64 54 PSD 11168 non-null float64 55 PSA 11168 non-null float64 56 WHH 22571 non-null float64 57 WHD 22571 non-null float64 58 WHA 22571 non-null float64 59 SJH 17097 non-null float64 60 SJD 17097 non-null float64 61 SJA 17097 non-null float64 62 VCH 22568 non-null float64 63 VCD 22568 non-null float64 64 VCA 22568 non-null float64 65 GBH 14162 non-null float64 66 GBD 14162 non-null float64 67 GBA 14162 non-null float64 68 BSH 14161 non-null float64 69 BSD 14161 non-null float64 70 BSA 14161 non-null float64 71 league_name 25979 non-null object 72 country_name 25979 non-null object 73 match_year 25979 non-null int32 74 home_team_long_name 25801 non-null object 75 home_buildUpPlaySpeed 25801 non-null float64 76 home_buildUpPlaySpeedClass 25801 non-null object 77 home_buildUpPlayDribblingClass 25801 non-null object 78 home_buildUpPlayPassing 25801 non-null float64 79 home_buildUpPlayPassingClass 25801 non-null object 80 home_buildUpPlayPositioningClass 25801 non-null object 81 home_chanceCreationPassing 25801 non-null float64 82 home_chanceCreationPassingClass 25801 non-null object 83 home_chanceCreationCrossing 25801 non-null float64 84 home_chanceCreationCrossingClass 25801 non-null object 85 home_chanceCreationShooting 25801 non-null float64 86 home_chanceCreationShootingClass 25801 non-null object 87 home_chanceCreationPositioningClass 25801 non-null object 88 home_defencePressure 25801 non-null float64 89 home_defencePressureClass 25801 non-null object 90 home_defenceAggression 25801 non-null float64 91 home_defenceAggressionClass 25801 non-null object 92 home_defenceTeamWidth 25801 non-null float64 93 home_defenceTeamWidthClass 25801 non-null object 94 home_defenceDefenderLineClass 25801 non-null object 95 away_team_long_name 25801 non-null object 96 away_buildUpPlaySpeed 25801 non-null float64 97 away_buildUpPlaySpeedClass 25801 non-null object 98 away_buildUpPlayDribblingClass 25801 non-null object 99 away_buildUpPlayPassing 25801 non-null float64 100 away_buildUpPlayPassingClass 25801 non-null object 101 away_buildUpPlayPositioningClass 25801 non-null object 102 away_chanceCreationPassing 25801 non-null float64 103 away_chanceCreationPassingClass 25801 non-null object 104 away_chanceCreationCrossing 25801 non-null float64 105 away_chanceCreationCrossingClass 25801 non-null object 106 away_chanceCreationShooting 25801 non-null float64 107 away_chanceCreationShootingClass 25801 non-null object 108 away_chanceCreationPositioningClass 25801 non-null object 109 away_defencePressure 25801 non-null float64 110 away_defencePressureClass 25801 non-null object 111 away_defenceAggression 25801 non-null float64 112 away_defenceAggressionClass 25801 non-null object 113 away_defenceTeamWidth 25801 non-null float64 114 away_defenceTeamWidthClass 25801 non-null object 115 away_defenceDefenderLineClass 25801 non-null object 116 home_1_player_api_id 24755 non-null float64 117 home_1_player_name 24755 non-null object 118 home_1_player_fifa_api_id 24755 non-null float64 119 home_1_date 24755 non-null datetime64[ns] 120 home_1_overall_rating 24755 non-null float64 121 home_1_reactions 24755 non-null float64 122 home_1_potential 24755 non-null float64 123 home_1_player_attr_sum 24755 non-null float64 124 home_1_player_attr_mean 24755 non-null float64 125 home_1_year 24755 non-null float64 126 home_1_check_date 24755 non-null datetime64[ns] 127 home_2_player_api_id 24664 non-null float64 128 home_2_player_name 24664 non-null object 129 home_2_player_fifa_api_id 24664 non-null float64 130 home_2_date 24664 non-null datetime64[ns] 131 home_2_overall_rating 24663 non-null float64 132 home_2_reactions 24663 non-null float64 133 home_2_potential 24663 non-null float64 134 home_2_player_attr_sum 24664 non-null float64 135 home_2_player_attr_mean 24663 non-null float64 136 home_2_year 24664 non-null float64 137 home_2_check_date 24664 non-null datetime64[ns] 138 home_3_player_api_id 24698 non-null float64 139 home_3_player_name 24698 non-null object 140 home_3_player_fifa_api_id 24698 non-null float64 141 home_3_date 24698 non-null datetime64[ns] 142 home_3_overall_rating 24680 non-null float64 143 home_3_reactions 24680 non-null float64 144 home_3_potential 24680 non-null float64 145 home_3_player_attr_sum 24698 non-null float64 146 home_3_player_attr_mean 24680 non-null float64 147 home_3_year 24698 non-null float64 148 home_3_check_date 24698 non-null datetime64[ns] 149 home_4_player_api_id 24656 non-null float64 150 home_4_player_name 24656 non-null object 151 home_4_player_fifa_api_id 24656 non-null float64 152 home_4_date 24656 non-null datetime64[ns] 153 home_4_overall_rating 24629 non-null float64 154 home_4_reactions 24629 non-null float64 155 home_4_potential 24629 non-null float64 156 home_4_player_attr_sum 24656 non-null float64 157 home_4_player_attr_mean 24629 non-null float64 158 home_4_year 24656 non-null float64 159 home_4_check_date 24656 non-null datetime64[ns] 160 home_5_player_api_id 24663 non-null float64 161 home_5_player_name 24663 non-null object 162 home_5_player_fifa_api_id 24663 non-null float64 163 home_5_date 24663 non-null datetime64[ns] 164 home_5_overall_rating 24660 non-null float64 165 home_5_reactions 24660 non-null float64 166 home_5_potential 24660 non-null float64 167 home_5_player_attr_sum 24663 non-null float64 168 home_5_player_attr_mean 24660 non-null float64 169 home_5_year 24663 non-null float64 170 home_5_check_date 24663 non-null datetime64[ns] 171 home_6_player_api_id 24654 non-null float64 172 home_6_player_name 24654 non-null object 173 home_6_player_fifa_api_id 24654 non-null float64 174 home_6_date 24654 non-null datetime64[ns] 175 home_6_overall_rating 24652 non-null float64 176 home_6_reactions 24652 non-null float64 177 home_6_potential 24652 non-null float64 178 home_6_player_attr_sum 24654 non-null float64 179 home_6_player_attr_mean 24652 non-null float64 180 home_6_year 24654 non-null float64 181 home_6_check_date 24654 non-null datetime64[ns] 182 home_7_player_api_id 24752 non-null float64 183 home_7_player_name 24752 non-null object 184 home_7_player_fifa_api_id 24752 non-null float64 185 home_7_date 24752 non-null datetime64[ns] 186 home_7_overall_rating 24750 non-null float64 187 home_7_reactions 24750 non-null float64 188 home_7_potential 24750 non-null float64 189 home_7_player_attr_sum 24752 non-null float64 190 home_7_player_attr_mean 24750 non-null float64 191 home_7_year 24752 non-null float64 192 home_7_check_date 24752 non-null datetime64[ns] 193 home_8_player_api_id 24670 non-null float64 194 home_8_player_name 24670 non-null object 195 home_8_player_fifa_api_id 24670 non-null float64 196 home_8_date 24670 non-null datetime64[ns] 197 home_8_overall_rating 24667 non-null float64 198 home_8_reactions 24667 non-null float64 199 home_8_potential 24667 non-null float64 200 home_8_player_attr_sum 24670 non-null float64 201 home_8_player_attr_mean 24667 non-null float64 202 home_8_year 24670 non-null float64 203 home_8_check_date 24670 non-null datetime64[ns] 204 home_9_player_api_id 24706 non-null float64 205 home_9_player_name 24706 non-null object 206 home_9_player_fifa_api_id 24706 non-null float64 207 home_9_date 24706 non-null datetime64[ns] 208 home_9_overall_rating 24701 non-null float64 209 home_9_reactions 24701 non-null float64 210 home_9_potential 24701 non-null float64 211 home_9_player_attr_sum 24706 non-null float64 212 home_9_player_attr_mean 24701 non-null float64 213 home_9_year 24706 non-null float64 214 home_9_check_date 24706 non-null datetime64[ns] 215 home_10_player_api_id 24543 non-null float64 216 home_10_player_name 24543 non-null object 217 home_10_player_fifa_api_id 24543 non-null float64 218 home_10_date 24543 non-null datetime64[ns] 219 home_10_overall_rating 24529 non-null float64 220 home_10_reactions 24529 non-null float64 221 home_10_potential 24529 non-null float64 222 home_10_player_attr_sum 24543 non-null float64 223 home_10_player_attr_mean 24529 non-null float64 224 home_10_year 24543 non-null float64 225 home_10_check_date 24543 non-null datetime64[ns] 226 home_11_player_api_id 24424 non-null float64 227 home_11_player_name 24424 non-null object 228 home_11_player_fifa_api_id 24424 non-null float64 229 home_11_date 24424 non-null datetime64[ns] 230 home_11_overall_rating 24408 non-null float64 231 home_11_reactions 24408 non-null float64 232 home_11_potential 24408 non-null float64 233 home_11_player_attr_sum 24424 non-null float64 234 home_11_player_attr_mean 24408 non-null float64 235 home_11_year 24424 non-null float64 236 home_11_check_date 24424 non-null datetime64[ns] 237 away_1_player_api_id 24745 non-null float64 238 away_1_player_name 24745 non-null object 239 away_1_player_fifa_api_id 24745 non-null float64 240 away_1_date 24745 non-null datetime64[ns] 241 away_1_overall_rating 24745 non-null float64 242 away_1_reactions 24745 non-null float64 243 away_1_potential 24745 non-null float64 244 away_1_player_attr_sum 24745 non-null float64 245 away_1_player_attr_mean 24745 non-null float64 246 away_1_year 24745 non-null float64 247 away_1_check_date 24745 non-null datetime64[ns] 248 away_2_player_api_id 24701 non-null float64 249 away_2_player_name 24701 non-null object 250 away_2_player_fifa_api_id 24701 non-null float64 251 away_2_date 24701 non-null datetime64[ns] 252 away_2_overall_rating 24699 non-null float64 253 away_2_reactions 24699 non-null float64 254 away_2_potential 24699 non-null float64 255 away_2_player_attr_sum 24701 non-null float64 256 away_2_player_attr_mean 24699 non-null float64 257 away_2_year 24701 non-null float64 258 away_2_check_date 24701 non-null datetime64[ns] 259 away_3_player_api_id 24686 non-null float64 260 away_3_player_name 24686 non-null object 261 away_3_player_fifa_api_id 24686 non-null float64 262 away_3_date 24686 non-null datetime64[ns] 263 away_3_overall_rating 24671 non-null float64 264 away_3_reactions 24671 non-null float64 265 away_3_potential 24671 non-null float64 266 away_3_player_attr_sum 24686 non-null float64 267 away_3_player_attr_mean 24671 non-null float64 268 away_3_year 24686 non-null float64 269 away_3_check_date 24686 non-null datetime64[ns] 270 away_4_player_api_id 24658 non-null float64 271 away_4_player_name 24658 non-null object 272 away_4_player_fifa_api_id 24658 non-null float64 273 away_4_date 24658 non-null datetime64[ns] 274 away_4_overall_rating 24634 non-null float64 275 away_4_reactions 24634 non-null float64 276 away_4_potential 24634 non-null float64 277 away_4_player_attr_sum 24658 non-null float64 278 away_4_player_attr_mean 24634 non-null float64 279 away_4_year 24658 non-null float64 280 away_4_check_date 24658 non-null datetime64[ns] 281 away_5_player_api_id 24644 non-null float64 282 away_5_player_name 24644 non-null object 283 away_5_player_fifa_api_id 24644 non-null float64 284 away_5_date 24644 non-null datetime64[ns] 285 away_5_overall_rating 24642 non-null float64 286 away_5_reactions 24642 non-null float64 287 away_5_potential 24642 non-null float64 288 away_5_player_attr_sum 24644 non-null float64 289 away_5_player_attr_mean 24642 non-null float64 290 away_5_year 24644 non-null float64 291 away_5_check_date 24644 non-null datetime64[ns] 292 away_6_player_api_id 24666 non-null float64 293 away_6_player_name 24666 non-null object 294 away_6_player_fifa_api_id 24666 non-null float64 295 away_6_date 24666 non-null datetime64[ns] 296 away_6_overall_rating 24666 non-null float64 297 away_6_reactions 24666 non-null float64 298 away_6_potential 24666 non-null float64 299 away_6_player_attr_sum 24666 non-null float64 300 away_6_player_attr_mean 24666 non-null float64 301 away_6_year 24666 non-null float64 302 away_6_check_date 24666 non-null datetime64[ns] 303 away_7_player_api_id 24744 non-null float64 304 away_7_player_name 24744 non-null object 305 away_7_player_fifa_api_id 24744 non-null float64 306 away_7_date 24744 non-null datetime64[ns] 307 away_7_overall_rating 24743 non-null float64 308 away_7_reactions 24743 non-null float64 309 away_7_potential 24743 non-null float64 310 away_7_player_attr_sum 24744 non-null float64 311 away_7_player_attr_mean 24743 non-null float64 312 away_7_year 24744 non-null float64 313 away_7_check_date 24744 non-null datetime64[ns] 314 away_8_player_api_id 24638 non-null float64 315 away_8_player_name 24638 non-null object 316 away_8_player_fifa_api_id 24638 non-null float64 317 away_8_date 24638 non-null datetime64[ns] 318 away_8_overall_rating 24637 non-null float64 319 away_8_reactions 24637 non-null float64 320 away_8_potential 24637 non-null float64 321 away_8_player_attr_sum 24638 non-null float64 322 away_8_player_attr_mean 24637 non-null float64 323 away_8_year 24638 non-null float64 324 away_8_check_date 24638 non-null datetime64[ns] 325 away_9_player_api_id 24651 non-null float64 326 away_9_player_name 24651 non-null object 327 away_9_player_fifa_api_id 24651 non-null float64 328 away_9_date 24651 non-null datetime64[ns] 329 away_9_overall_rating 24647 non-null float64 330 away_9_reactions 24647 non-null float64 331 away_9_potential 24647 non-null float64 332 away_9_player_attr_sum 24651 non-null float64 333 away_9_player_attr_mean 24647 non-null float64 334 away_9_year 24651 non-null float64 335 away_9_check_date 24651 non-null datetime64[ns] 336 away_10_player_api_id 24538 non-null float64 337 away_10_player_name 24538 non-null object 338 away_10_player_fifa_api_id 24538 non-null float64 339 away_10_date 24538 non-null datetime64[ns] 340 away_10_overall_rating 24524 non-null float64 341 away_10_reactions 24524 non-null float64 342 away_10_potential 24524 non-null float64 343 away_10_player_attr_sum 24538 non-null float64 344 away_10_player_attr_mean 24524 non-null float64 345 away_10_year 24538 non-null float64 346 away_10_check_date 24538 non-null datetime64[ns] 347 away_11_player_api_id 24425 non-null float64 348 away_11_player_name 24425 non-null object 349 away_11_player_fifa_api_id 24425 non-null float64 350 away_11_date 24425 non-null datetime64[ns] 351 away_11_overall_rating 24409 non-null float64 352 away_11_reactions 24409 non-null float64 353 away_11_potential 24409 non-null float64 354 away_11_player_attr_sum 24425 non-null float64 355 away_11_player_attr_mean 24409 non-null float64 356 away_11_year 24425 non-null float64 357 away_11_check_date 24425 non-null datetime64[ns] dtypes: datetime64[ns](45), float64(222), int32(1), int64(31), object(59) memory usage: 70.9+ MB
Я нас поздравляю, мы только что создали датафрейм с тремястами колонками. Воистину аналитика учит терпению и созидательности.
Давайте избавимся от ненужных колонок - их в датасете много. Для этого напишем еще один цикл.
for i in range(1, 12):
data = data.drop([f'home_player_{i}',
f'home_{i}_year',
f'home_{i}_player_api_id',
f'home_{i}_player_name',
f'home_{i}_player_fifa_api_id',
f'home_{i}_date',
f'home_{i}_check_date'],
axis=1
)
data = data.drop([f'away_player_{i}',
f'away_{i}_year',
f'away_{i}_player_api_id',
f'away_{i}_player_name',
f'away_{i}_player_fifa_api_id',
f'away_{i}_date',
f'away_{i}_check_date'],
axis=1
)
data.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | league_name | country_name | match_year | home_team_long_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | home_1_overall_rating | home_1_reactions | home_1_potential | home_1_player_attr_sum | home_1_player_attr_mean | home_2_overall_rating | home_2_reactions | home_2_potential | home_2_player_attr_sum | home_2_player_attr_mean | home_3_overall_rating | home_3_reactions | home_3_potential | home_3_player_attr_sum | home_3_player_attr_mean | home_4_overall_rating | home_4_reactions | home_4_potential | home_4_player_attr_sum | home_4_player_attr_mean | home_5_overall_rating | home_5_reactions | home_5_potential | home_5_player_attr_sum | home_5_player_attr_mean | home_6_overall_rating | home_6_reactions | home_6_potential | home_6_player_attr_sum | home_6_player_attr_mean | home_7_overall_rating | home_7_reactions | home_7_potential | home_7_player_attr_sum | home_7_player_attr_mean | home_8_overall_rating | home_8_reactions | home_8_potential | home_8_player_attr_sum | home_8_player_attr_mean | home_9_overall_rating | home_9_reactions | home_9_potential | home_9_player_attr_sum | home_9_player_attr_mean | home_10_overall_rating | home_10_reactions | home_10_potential | home_10_player_attr_sum | home_10_player_attr_mean | home_11_overall_rating | home_11_reactions | home_11_potential | home_11_player_attr_sum | home_11_player_attr_mean | away_1_overall_rating | away_1_reactions | away_1_potential | away_1_player_attr_sum | away_1_player_attr_mean | away_2_overall_rating | away_2_reactions | away_2_potential | away_2_player_attr_sum | away_2_player_attr_mean | away_3_overall_rating | away_3_reactions | away_3_potential | away_3_player_attr_sum | away_3_player_attr_mean | away_4_overall_rating | away_4_reactions | away_4_potential | away_4_player_attr_sum | away_4_player_attr_mean | away_5_overall_rating | away_5_reactions | away_5_potential | away_5_player_attr_sum | away_5_player_attr_mean | away_6_overall_rating | away_6_reactions | away_6_potential | away_6_player_attr_sum | away_6_player_attr_mean | away_7_overall_rating | away_7_reactions | away_7_potential | away_7_player_attr_sum | away_7_player_attr_mean | away_8_overall_rating | away_8_reactions | away_8_potential | away_8_player_attr_sum | away_8_player_attr_mean | away_9_overall_rating | away_9_reactions | away_9_potential | away_9_player_attr_sum | away_9_player_attr_mean | away_10_overall_rating | away_10_reactions | away_10_potential | away_10_player_attr_sum | away_10_player_attr_mean | away_11_overall_rating | away_11_reactions | away_11_potential | away_11_player_attr_sum | away_11_player_attr_mean | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24559 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-18 | 486263 | 10192 | 9931 | 1 | 2 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | BSC Young Boys | 55.0 | Balanced | Little | 55.0 | Mixed | Organised | 55.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 55.0 | Medium | 55.0 | Press | 60.0 | Normal | Offside Trap | FC Basel | 40.0 | Balanced | Little | 45.0 | Mixed | Organised | 50.0 | Normal | 65.0 | Normal | 50.0 | Normal | Organised | 60.0 | Medium | 60.0 | Press | 60.0 | Normal | Cover | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 24560 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-19 | 486264 | 9930 | 10179 | 3 | 1 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Aarau | 60.0 | Balanced | Little | 50.0 | Mixed | Organised | 60.0 | Normal | 65.0 | Normal | 55.0 | Normal | Organised | 50.0 | Medium | 55.0 | Press | 45.0 | Normal | Cover | FC Sion | 35.0 | Balanced | Little | 60.0 | Mixed | Organised | 50.0 | Normal | 60.0 | Normal | 60.0 | Normal | Organised | 35.0 | Medium | 40.0 | Press | 45.0 | Normal | Offside Trap | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 24561 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-20 | 486265 | 10199 | 9824 | 1 | 2 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Luzern | 45.0 | Balanced | Little | 60.0 | Mixed | Organised | 45.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 40.0 | Medium | 45.0 | Press | 50.0 | Normal | Offside Trap | FC Vaduz | 53.0 | Balanced | Little | 56.0 | Mixed | Organised | 38.0 | Normal | 53.0 | Normal | 46.0 | Normal | Organised | 42.0 | Medium | 33.0 | Contain | 58.0 | Normal | Cover | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
data.shape
(25979, 204)
Отлично! Цикл сработал, и теперь по каждому игроку у нас только три столбца, а общее количество столбцов сократилось до 160.
# Сначала добавим столбцы с агрегацией параметров по командам, играющим дома
home_overall_rating_cols = list(data.filter(regex='overall_rating$').filter(regex='home').columns)
data['home_players_overall_rating'] = data[home_overall_rating_cols].mean(numeric_only=True, axis=1)
home_potential_cols = list(data.filter(regex='potential$').filter(regex='home').columns)
data['home_players_potential'] = data[home_potential_cols].mean(numeric_only=True, axis=1)
home_reactions_cols = list(data.filter(regex='reactions$').filter(regex='home').columns)
data['home_players_reactions'] = data[home_reactions_cols].mean(numeric_only=True, axis=1)
home_player_attr_sum_cols = list(data.filter(regex='player_attr_sum$').filter(regex='home').columns)
data['home_players_attr_sum'] = data[home_player_attr_sum_cols].mean(numeric_only=True, axis=1)
home_player_attr_mean_cols = list(data.filter(regex='player_attr_mean$').filter(regex='home').columns)
data['home_players_attr_mean'] = data[home_player_attr_mean_cols].mean(numeric_only=True, axis=1)
# Теперь добавим агрегирующие столбцы по командам, играющим в гостях
away_overall_rating_cols = list(data.filter(regex='overall_rating$').filter(regex='away').columns)
data['away_players_overall_rating'] = data[away_overall_rating_cols].mean(numeric_only=True, axis=1)
away_potential_cols = list(data.filter(regex='potential$').filter(regex='away').columns)
data['away_players_potential'] = data[away_potential_cols].mean(numeric_only=True, axis=1)
away_reactions_cols = list(data.filter(regex='reactions$').filter(regex='away').columns)
data['away_players_reactions'] = data[away_reactions_cols].mean(numeric_only=True, axis=1)
away_player_attr_sum_cols = list(data.filter(regex='player_attr_sum$').filter(regex='away').columns)
data['away_players_attr_sum'] = data[away_player_attr_sum_cols].mean(numeric_only=True, axis=1)
away_player_attr_mean_cols = list(data.filter(regex='player_attr_mean$').filter(regex='away').columns)
data['away_players_attr_mean'] = data[away_player_attr_mean_cols].mean(numeric_only=True, axis=1)
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 214 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 goal 14217 non-null object 12 shoton 14217 non-null object 13 shotoff 14217 non-null object 14 foulcommit 14217 non-null object 15 card 14217 non-null object 16 cross 14217 non-null object 17 corner 14217 non-null object 18 possession 14217 non-null object 19 B365H 22592 non-null float64 20 B365D 22592 non-null float64 21 B365A 22592 non-null float64 22 BWH 22575 non-null float64 23 BWD 22575 non-null float64 24 BWA 22575 non-null float64 25 IWH 22520 non-null float64 26 IWD 22520 non-null float64 27 IWA 22520 non-null float64 28 LBH 22556 non-null float64 29 LBD 22556 non-null float64 30 LBA 22556 non-null float64 31 PSH 11168 non-null float64 32 PSD 11168 non-null float64 33 PSA 11168 non-null float64 34 WHH 22571 non-null float64 35 WHD 22571 non-null float64 36 WHA 22571 non-null float64 37 SJH 17097 non-null float64 38 SJD 17097 non-null float64 39 SJA 17097 non-null float64 40 VCH 22568 non-null float64 41 VCD 22568 non-null float64 42 VCA 22568 non-null float64 43 GBH 14162 non-null float64 44 GBD 14162 non-null float64 45 GBA 14162 non-null float64 46 BSH 14161 non-null float64 47 BSD 14161 non-null float64 48 BSA 14161 non-null float64 49 league_name 25979 non-null object 50 country_name 25979 non-null object 51 match_year 25979 non-null int32 52 home_team_long_name 25801 non-null object 53 home_buildUpPlaySpeed 25801 non-null float64 54 home_buildUpPlaySpeedClass 25801 non-null object 55 home_buildUpPlayDribblingClass 25801 non-null object 56 home_buildUpPlayPassing 25801 non-null float64 57 home_buildUpPlayPassingClass 25801 non-null object 58 home_buildUpPlayPositioningClass 25801 non-null object 59 home_chanceCreationPassing 25801 non-null float64 60 home_chanceCreationPassingClass 25801 non-null object 61 home_chanceCreationCrossing 25801 non-null float64 62 home_chanceCreationCrossingClass 25801 non-null object 63 home_chanceCreationShooting 25801 non-null float64 64 home_chanceCreationShootingClass 25801 non-null object 65 home_chanceCreationPositioningClass 25801 non-null object 66 home_defencePressure 25801 non-null float64 67 home_defencePressureClass 25801 non-null object 68 home_defenceAggression 25801 non-null float64 69 home_defenceAggressionClass 25801 non-null object 70 home_defenceTeamWidth 25801 non-null float64 71 home_defenceTeamWidthClass 25801 non-null object 72 home_defenceDefenderLineClass 25801 non-null object 73 away_team_long_name 25801 non-null object 74 away_buildUpPlaySpeed 25801 non-null float64 75 away_buildUpPlaySpeedClass 25801 non-null object 76 away_buildUpPlayDribblingClass 25801 non-null object 77 away_buildUpPlayPassing 25801 non-null float64 78 away_buildUpPlayPassingClass 25801 non-null object 79 away_buildUpPlayPositioningClass 25801 non-null object 80 away_chanceCreationPassing 25801 non-null float64 81 away_chanceCreationPassingClass 25801 non-null object 82 away_chanceCreationCrossing 25801 non-null float64 83 away_chanceCreationCrossingClass 25801 non-null object 84 away_chanceCreationShooting 25801 non-null float64 85 away_chanceCreationShootingClass 25801 non-null object 86 away_chanceCreationPositioningClass 25801 non-null object 87 away_defencePressure 25801 non-null float64 88 away_defencePressureClass 25801 non-null object 89 away_defenceAggression 25801 non-null float64 90 away_defenceAggressionClass 25801 non-null object 91 away_defenceTeamWidth 25801 non-null float64 92 away_defenceTeamWidthClass 25801 non-null object 93 away_defenceDefenderLineClass 25801 non-null object 94 home_1_overall_rating 24755 non-null float64 95 home_1_reactions 24755 non-null float64 96 home_1_potential 24755 non-null float64 97 home_1_player_attr_sum 24755 non-null float64 98 home_1_player_attr_mean 24755 non-null float64 99 home_2_overall_rating 24663 non-null float64 100 home_2_reactions 24663 non-null float64 101 home_2_potential 24663 non-null float64 102 home_2_player_attr_sum 24664 non-null float64 103 home_2_player_attr_mean 24663 non-null float64 104 home_3_overall_rating 24680 non-null float64 105 home_3_reactions 24680 non-null float64 106 home_3_potential 24680 non-null float64 107 home_3_player_attr_sum 24698 non-null float64 108 home_3_player_attr_mean 24680 non-null float64 109 home_4_overall_rating 24629 non-null float64 110 home_4_reactions 24629 non-null float64 111 home_4_potential 24629 non-null float64 112 home_4_player_attr_sum 24656 non-null float64 113 home_4_player_attr_mean 24629 non-null float64 114 home_5_overall_rating 24660 non-null float64 115 home_5_reactions 24660 non-null float64 116 home_5_potential 24660 non-null float64 117 home_5_player_attr_sum 24663 non-null float64 118 home_5_player_attr_mean 24660 non-null float64 119 home_6_overall_rating 24652 non-null float64 120 home_6_reactions 24652 non-null float64 121 home_6_potential 24652 non-null float64 122 home_6_player_attr_sum 24654 non-null float64 123 home_6_player_attr_mean 24652 non-null float64 124 home_7_overall_rating 24750 non-null float64 125 home_7_reactions 24750 non-null float64 126 home_7_potential 24750 non-null float64 127 home_7_player_attr_sum 24752 non-null float64 128 home_7_player_attr_mean 24750 non-null float64 129 home_8_overall_rating 24667 non-null float64 130 home_8_reactions 24667 non-null float64 131 home_8_potential 24667 non-null float64 132 home_8_player_attr_sum 24670 non-null float64 133 home_8_player_attr_mean 24667 non-null float64 134 home_9_overall_rating 24701 non-null float64 135 home_9_reactions 24701 non-null float64 136 home_9_potential 24701 non-null float64 137 home_9_player_attr_sum 24706 non-null float64 138 home_9_player_attr_mean 24701 non-null float64 139 home_10_overall_rating 24529 non-null float64 140 home_10_reactions 24529 non-null float64 141 home_10_potential 24529 non-null float64 142 home_10_player_attr_sum 24543 non-null float64 143 home_10_player_attr_mean 24529 non-null float64 144 home_11_overall_rating 24408 non-null float64 145 home_11_reactions 24408 non-null float64 146 home_11_potential 24408 non-null float64 147 home_11_player_attr_sum 24424 non-null float64 148 home_11_player_attr_mean 24408 non-null float64 149 away_1_overall_rating 24745 non-null float64 150 away_1_reactions 24745 non-null float64 151 away_1_potential 24745 non-null float64 152 away_1_player_attr_sum 24745 non-null float64 153 away_1_player_attr_mean 24745 non-null float64 154 away_2_overall_rating 24699 non-null float64 155 away_2_reactions 24699 non-null float64 156 away_2_potential 24699 non-null float64 157 away_2_player_attr_sum 24701 non-null float64 158 away_2_player_attr_mean 24699 non-null float64 159 away_3_overall_rating 24671 non-null float64 160 away_3_reactions 24671 non-null float64 161 away_3_potential 24671 non-null float64 162 away_3_player_attr_sum 24686 non-null float64 163 away_3_player_attr_mean 24671 non-null float64 164 away_4_overall_rating 24634 non-null float64 165 away_4_reactions 24634 non-null float64 166 away_4_potential 24634 non-null float64 167 away_4_player_attr_sum 24658 non-null float64 168 away_4_player_attr_mean 24634 non-null float64 169 away_5_overall_rating 24642 non-null float64 170 away_5_reactions 24642 non-null float64 171 away_5_potential 24642 non-null float64 172 away_5_player_attr_sum 24644 non-null float64 173 away_5_player_attr_mean 24642 non-null float64 174 away_6_overall_rating 24666 non-null float64 175 away_6_reactions 24666 non-null float64 176 away_6_potential 24666 non-null float64 177 away_6_player_attr_sum 24666 non-null float64 178 away_6_player_attr_mean 24666 non-null float64 179 away_7_overall_rating 24743 non-null float64 180 away_7_reactions 24743 non-null float64 181 away_7_potential 24743 non-null float64 182 away_7_player_attr_sum 24744 non-null float64 183 away_7_player_attr_mean 24743 non-null float64 184 away_8_overall_rating 24637 non-null float64 185 away_8_reactions 24637 non-null float64 186 away_8_potential 24637 non-null float64 187 away_8_player_attr_sum 24638 non-null float64 188 away_8_player_attr_mean 24637 non-null float64 189 away_9_overall_rating 24647 non-null float64 190 away_9_reactions 24647 non-null float64 191 away_9_potential 24647 non-null float64 192 away_9_player_attr_sum 24651 non-null float64 193 away_9_player_attr_mean 24647 non-null float64 194 away_10_overall_rating 24524 non-null float64 195 away_10_reactions 24524 non-null float64 196 away_10_potential 24524 non-null float64 197 away_10_player_attr_sum 24538 non-null float64 198 away_10_player_attr_mean 24524 non-null float64 199 away_11_overall_rating 24409 non-null float64 200 away_11_reactions 24409 non-null float64 201 away_11_potential 24409 non-null float64 202 away_11_player_attr_sum 24425 non-null float64 203 away_11_player_attr_mean 24409 non-null float64 204 home_players_overall_rating 25221 non-null float64 205 home_players_potential 25221 non-null float64 206 home_players_reactions 25221 non-null float64 207 home_players_attr_sum 25221 non-null float64 208 home_players_attr_mean 25221 non-null float64 209 away_players_overall_rating 25221 non-null float64 210 away_players_potential 25221 non-null float64 211 away_players_reactions 25221 non-null float64 212 away_players_attr_sum 25221 non-null float64 213 away_players_attr_mean 25221 non-null float64 dtypes: datetime64[ns](1), float64(166), int32(1), int64(9), object(37) memory usage: 42.3+ MB
Данные добавились!
Теперь, чтобы облегчить датафрейм, уберем индивидуальные значения использованных параметров overall_rating, potential, reactions, player_attr_sum и player_attr_mean по игрокам, которые мы использовали для расчета средних значений на команду.
Видим, что это столбцы с индексами с 94 по 203.
col_index = list(np.arange(94,204))
data = data.drop(data.columns[col_index], axis=1)
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 104 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 goal 14217 non-null object 12 shoton 14217 non-null object 13 shotoff 14217 non-null object 14 foulcommit 14217 non-null object 15 card 14217 non-null object 16 cross 14217 non-null object 17 corner 14217 non-null object 18 possession 14217 non-null object 19 B365H 22592 non-null float64 20 B365D 22592 non-null float64 21 B365A 22592 non-null float64 22 BWH 22575 non-null float64 23 BWD 22575 non-null float64 24 BWA 22575 non-null float64 25 IWH 22520 non-null float64 26 IWD 22520 non-null float64 27 IWA 22520 non-null float64 28 LBH 22556 non-null float64 29 LBD 22556 non-null float64 30 LBA 22556 non-null float64 31 PSH 11168 non-null float64 32 PSD 11168 non-null float64 33 PSA 11168 non-null float64 34 WHH 22571 non-null float64 35 WHD 22571 non-null float64 36 WHA 22571 non-null float64 37 SJH 17097 non-null float64 38 SJD 17097 non-null float64 39 SJA 17097 non-null float64 40 VCH 22568 non-null float64 41 VCD 22568 non-null float64 42 VCA 22568 non-null float64 43 GBH 14162 non-null float64 44 GBD 14162 non-null float64 45 GBA 14162 non-null float64 46 BSH 14161 non-null float64 47 BSD 14161 non-null float64 48 BSA 14161 non-null float64 49 league_name 25979 non-null object 50 country_name 25979 non-null object 51 match_year 25979 non-null int32 52 home_team_long_name 25801 non-null object 53 home_buildUpPlaySpeed 25801 non-null float64 54 home_buildUpPlaySpeedClass 25801 non-null object 55 home_buildUpPlayDribblingClass 25801 non-null object 56 home_buildUpPlayPassing 25801 non-null float64 57 home_buildUpPlayPassingClass 25801 non-null object 58 home_buildUpPlayPositioningClass 25801 non-null object 59 home_chanceCreationPassing 25801 non-null float64 60 home_chanceCreationPassingClass 25801 non-null object 61 home_chanceCreationCrossing 25801 non-null float64 62 home_chanceCreationCrossingClass 25801 non-null object 63 home_chanceCreationShooting 25801 non-null float64 64 home_chanceCreationShootingClass 25801 non-null object 65 home_chanceCreationPositioningClass 25801 non-null object 66 home_defencePressure 25801 non-null float64 67 home_defencePressureClass 25801 non-null object 68 home_defenceAggression 25801 non-null float64 69 home_defenceAggressionClass 25801 non-null object 70 home_defenceTeamWidth 25801 non-null float64 71 home_defenceTeamWidthClass 25801 non-null object 72 home_defenceDefenderLineClass 25801 non-null object 73 away_team_long_name 25801 non-null object 74 away_buildUpPlaySpeed 25801 non-null float64 75 away_buildUpPlaySpeedClass 25801 non-null object 76 away_buildUpPlayDribblingClass 25801 non-null object 77 away_buildUpPlayPassing 25801 non-null float64 78 away_buildUpPlayPassingClass 25801 non-null object 79 away_buildUpPlayPositioningClass 25801 non-null object 80 away_chanceCreationPassing 25801 non-null float64 81 away_chanceCreationPassingClass 25801 non-null object 82 away_chanceCreationCrossing 25801 non-null float64 83 away_chanceCreationCrossingClass 25801 non-null object 84 away_chanceCreationShooting 25801 non-null float64 85 away_chanceCreationShootingClass 25801 non-null object 86 away_chanceCreationPositioningClass 25801 non-null object 87 away_defencePressure 25801 non-null float64 88 away_defencePressureClass 25801 non-null object 89 away_defenceAggression 25801 non-null float64 90 away_defenceAggressionClass 25801 non-null object 91 away_defenceTeamWidth 25801 non-null float64 92 away_defenceTeamWidthClass 25801 non-null object 93 away_defenceDefenderLineClass 25801 non-null object 94 home_players_overall_rating 25221 non-null float64 95 home_players_potential 25221 non-null float64 96 home_players_reactions 25221 non-null float64 97 home_players_attr_sum 25221 non-null float64 98 home_players_attr_mean 25221 non-null float64 99 away_players_overall_rating 25221 non-null float64 100 away_players_potential 25221 non-null float64 101 away_players_reactions 25221 non-null float64 102 away_players_attr_sum 25221 non-null float64 103 away_players_attr_mean 25221 non-null float64 dtypes: datetime64[ns](1), float64(56), int32(1), int64(9), object(37) memory usage: 20.5+ MB
Мы сократили датафрейм до вменяемого размера.
data['goal_difference'] = data['home_team_goal'] - data['away_team_goal']
# Проверим, что в новом столбце нет пустых значений
data['goal_difference'].isna().sum()
0
pd.options.mode.chained_assignment = None
data['match_result'] = ''
for i in range(len(data)):
if data['goal_difference'][i] > 0:
data['match_result'][i] = 'home'
elif data['goal_difference'][i] < 0:
data['match_result'][i] = 'away'
else:
data['match_result'][i] = 'draw'
data['match_result_num'] = ''
for i in range(len(data)):
if data['match_result'][i] == 'home':
data['match_result_num'][i] = 1
elif data['match_result'][i] == 'away':
data['match_result_num'][i] = -1
else:
data['match_result_num'][i] = 0
data['home_team_win'] = ''
for i in range(len(data)):
if data['match_result'][i] == 'home':
data['home_team_win'][i] = 1
else:
data['home_team_win'][i] = 0
data['away_team_win'] = ''
for i in range(len(data)):
if data['match_result'][i] == 'away':
data['away_team_win'][i] = 1
else:
data['away_team_win'][i] = 0
# Проверим, что в новых столбцах нет пустых значений
print(data['match_result'].isna().sum())
print(data['match_result_num'].isna().sum())
print(data['home_team_win'].isna().sum())
print(data['away_team_win'].isna().sum())
0 0 0 0
# Добавим названия соответствующих столбцов в отдельные переменные
home_players_attr_name_cols = data.filter(regex = 'home_players_').select_dtypes('float').columns
away_players_attr_name_cols = data.filter(regex = 'away_players_').select_dtypes('float').columns
home_attr_name_cols = data.drop(home_players_attr_name_cols, axis=1).filter(regex = 'home_').select_dtypes('float').columns
away_attr_name_cols = data.drop(away_players_attr_name_cols, axis=1).filter(regex = 'away_').select_dtypes('float').columns
diff_players_attr_name_cols = away_players_attr_name_cols.str.replace('away_', 'diff_', regex=True)
diff_attr_name_cols = away_attr_name_cols.str.replace('away_', 'diff_', regex=True)
home_attr_name_cols, away_attr_name_cols, diff_attr_name_cols
(Index(['home_buildUpPlaySpeed', 'home_buildUpPlayPassing',
'home_chanceCreationPassing', 'home_chanceCreationCrossing',
'home_chanceCreationShooting', 'home_defencePressure',
'home_defenceAggression', 'home_defenceTeamWidth'],
dtype='object'),
Index(['away_buildUpPlaySpeed', 'away_buildUpPlayPassing',
'away_chanceCreationPassing', 'away_chanceCreationCrossing',
'away_chanceCreationShooting', 'away_defencePressure',
'away_defenceAggression', 'away_defenceTeamWidth'],
dtype='object'),
Index(['diff_buildUpPlaySpeed', 'diff_buildUpPlayPassing',
'diff_chanceCreationPassing', 'diff_chanceCreationCrossing',
'diff_chanceCreationShooting', 'diff_defencePressure',
'diff_defenceAggression', 'diff_defenceTeamWidth'],
dtype='object'))
home_players_attr_name_cols, away_players_attr_name_cols, diff_players_attr_name_cols
(Index(['home_players_overall_rating', 'home_players_potential',
'home_players_reactions', 'home_players_attr_sum',
'home_players_attr_mean'],
dtype='object'),
Index(['away_players_overall_rating', 'away_players_potential',
'away_players_reactions', 'away_players_attr_sum',
'away_players_attr_mean'],
dtype='object'),
Index(['diff_players_overall_rating', 'diff_players_potential',
'diff_players_reactions', 'diff_players_attr_sum',
'diff_players_attr_mean'],
dtype='object'))
# Сделаем из них списки
home_attr_name_cols = list(home_attr_name_cols)
away_attr_name_cols = list(away_attr_name_cols)
diff_attr_name_cols = list(diff_attr_name_cols)
home_players_attr_name_cols = list(home_players_attr_name_cols)
away_players_attr_name_cols = list(away_players_attr_name_cols)
diff_players_attr_name_cols = list(diff_players_attr_name_cols)
len(home_attr_name_cols), len(away_attr_name_cols), len(diff_attr_name_cols)
(8, 8, 8)
len(home_players_attr_name_cols), len(away_players_attr_name_cols), len(diff_players_attr_name_cols)
(5, 5, 5)
Видим, что списки одного размера
Теперь напишем цикл добавления новых столбцов с разницей каждого командного атрибута между командами home и away
for i in range(0, 8):
data[diff_attr_name_cols[i]] = data[home_attr_name_cols[i]] - data[away_attr_name_cols[i]]
for j in range(0, 5):
data[diff_players_attr_name_cols[j]] = data[home_players_attr_name_cols[j]] - data[away_players_attr_name_cols[j]]
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 122 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 goal 14217 non-null object 12 shoton 14217 non-null object 13 shotoff 14217 non-null object 14 foulcommit 14217 non-null object 15 card 14217 non-null object 16 cross 14217 non-null object 17 corner 14217 non-null object 18 possession 14217 non-null object 19 B365H 22592 non-null float64 20 B365D 22592 non-null float64 21 B365A 22592 non-null float64 22 BWH 22575 non-null float64 23 BWD 22575 non-null float64 24 BWA 22575 non-null float64 25 IWH 22520 non-null float64 26 IWD 22520 non-null float64 27 IWA 22520 non-null float64 28 LBH 22556 non-null float64 29 LBD 22556 non-null float64 30 LBA 22556 non-null float64 31 PSH 11168 non-null float64 32 PSD 11168 non-null float64 33 PSA 11168 non-null float64 34 WHH 22571 non-null float64 35 WHD 22571 non-null float64 36 WHA 22571 non-null float64 37 SJH 17097 non-null float64 38 SJD 17097 non-null float64 39 SJA 17097 non-null float64 40 VCH 22568 non-null float64 41 VCD 22568 non-null float64 42 VCA 22568 non-null float64 43 GBH 14162 non-null float64 44 GBD 14162 non-null float64 45 GBA 14162 non-null float64 46 BSH 14161 non-null float64 47 BSD 14161 non-null float64 48 BSA 14161 non-null float64 49 league_name 25979 non-null object 50 country_name 25979 non-null object 51 match_year 25979 non-null int32 52 home_team_long_name 25801 non-null object 53 home_buildUpPlaySpeed 25801 non-null float64 54 home_buildUpPlaySpeedClass 25801 non-null object 55 home_buildUpPlayDribblingClass 25801 non-null object 56 home_buildUpPlayPassing 25801 non-null float64 57 home_buildUpPlayPassingClass 25801 non-null object 58 home_buildUpPlayPositioningClass 25801 non-null object 59 home_chanceCreationPassing 25801 non-null float64 60 home_chanceCreationPassingClass 25801 non-null object 61 home_chanceCreationCrossing 25801 non-null float64 62 home_chanceCreationCrossingClass 25801 non-null object 63 home_chanceCreationShooting 25801 non-null float64 64 home_chanceCreationShootingClass 25801 non-null object 65 home_chanceCreationPositioningClass 25801 non-null object 66 home_defencePressure 25801 non-null float64 67 home_defencePressureClass 25801 non-null object 68 home_defenceAggression 25801 non-null float64 69 home_defenceAggressionClass 25801 non-null object 70 home_defenceTeamWidth 25801 non-null float64 71 home_defenceTeamWidthClass 25801 non-null object 72 home_defenceDefenderLineClass 25801 non-null object 73 away_team_long_name 25801 non-null object 74 away_buildUpPlaySpeed 25801 non-null float64 75 away_buildUpPlaySpeedClass 25801 non-null object 76 away_buildUpPlayDribblingClass 25801 non-null object 77 away_buildUpPlayPassing 25801 non-null float64 78 away_buildUpPlayPassingClass 25801 non-null object 79 away_buildUpPlayPositioningClass 25801 non-null object 80 away_chanceCreationPassing 25801 non-null float64 81 away_chanceCreationPassingClass 25801 non-null object 82 away_chanceCreationCrossing 25801 non-null float64 83 away_chanceCreationCrossingClass 25801 non-null object 84 away_chanceCreationShooting 25801 non-null float64 85 away_chanceCreationShootingClass 25801 non-null object 86 away_chanceCreationPositioningClass 25801 non-null object 87 away_defencePressure 25801 non-null float64 88 away_defencePressureClass 25801 non-null object 89 away_defenceAggression 25801 non-null float64 90 away_defenceAggressionClass 25801 non-null object 91 away_defenceTeamWidth 25801 non-null float64 92 away_defenceTeamWidthClass 25801 non-null object 93 away_defenceDefenderLineClass 25801 non-null object 94 home_players_overall_rating 25221 non-null float64 95 home_players_potential 25221 non-null float64 96 home_players_reactions 25221 non-null float64 97 home_players_attr_sum 25221 non-null float64 98 home_players_attr_mean 25221 non-null float64 99 away_players_overall_rating 25221 non-null float64 100 away_players_potential 25221 non-null float64 101 away_players_reactions 25221 non-null float64 102 away_players_attr_sum 25221 non-null float64 103 away_players_attr_mean 25221 non-null float64 104 goal_difference 25979 non-null int64 105 match_result 25979 non-null object 106 match_result_num 25979 non-null object 107 home_team_win 25979 non-null object 108 away_team_win 25979 non-null object 109 diff_buildUpPlaySpeed 25629 non-null float64 110 diff_buildUpPlayPassing 25629 non-null float64 111 diff_chanceCreationPassing 25629 non-null float64 112 diff_chanceCreationCrossing 25629 non-null float64 113 diff_chanceCreationShooting 25629 non-null float64 114 diff_defencePressure 25629 non-null float64 115 diff_defenceAggression 25629 non-null float64 116 diff_defenceTeamWidth 25629 non-null float64 117 diff_players_overall_rating 25221 non-null float64 118 diff_players_potential 25221 non-null float64 119 diff_players_reactions 25221 non-null float64 120 diff_players_attr_sum 25221 non-null float64 121 diff_players_attr_mean 25221 non-null float64 dtypes: datetime64[ns](1), float64(69), int32(1), int64(10), object(41) memory usage: 24.1+ MB
# Новые столбцы с суммой и разницей сумм
data['home_team_attr_sum'] = data[home_attr_name_cols].sum(axis=1, numeric_only=True)
data['away_team_attr_sum'] = data[away_attr_name_cols].sum(axis=1, numeric_only=True)
data['diff_team_attr_sum'] = data['home_team_attr_sum'] - data['away_team_attr_sum']
# Аналогичные столбцы со средним значением всех командных атрибутов команд home, away и их разница
data['home_team_attr_mean'] = data[home_attr_name_cols].mean(axis=1, numeric_only=True)
data['away_team_attr_mean'] = data[away_attr_name_cols].mean(axis=1, numeric_only=True)
data['diff_team_attr_mean'] = data['home_team_attr_mean'] - data['away_team_attr_mean']
Проверим, создались ли новые столбцы
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 128 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 goal 14217 non-null object 12 shoton 14217 non-null object 13 shotoff 14217 non-null object 14 foulcommit 14217 non-null object 15 card 14217 non-null object 16 cross 14217 non-null object 17 corner 14217 non-null object 18 possession 14217 non-null object 19 B365H 22592 non-null float64 20 B365D 22592 non-null float64 21 B365A 22592 non-null float64 22 BWH 22575 non-null float64 23 BWD 22575 non-null float64 24 BWA 22575 non-null float64 25 IWH 22520 non-null float64 26 IWD 22520 non-null float64 27 IWA 22520 non-null float64 28 LBH 22556 non-null float64 29 LBD 22556 non-null float64 30 LBA 22556 non-null float64 31 PSH 11168 non-null float64 32 PSD 11168 non-null float64 33 PSA 11168 non-null float64 34 WHH 22571 non-null float64 35 WHD 22571 non-null float64 36 WHA 22571 non-null float64 37 SJH 17097 non-null float64 38 SJD 17097 non-null float64 39 SJA 17097 non-null float64 40 VCH 22568 non-null float64 41 VCD 22568 non-null float64 42 VCA 22568 non-null float64 43 GBH 14162 non-null float64 44 GBD 14162 non-null float64 45 GBA 14162 non-null float64 46 BSH 14161 non-null float64 47 BSD 14161 non-null float64 48 BSA 14161 non-null float64 49 league_name 25979 non-null object 50 country_name 25979 non-null object 51 match_year 25979 non-null int32 52 home_team_long_name 25801 non-null object 53 home_buildUpPlaySpeed 25801 non-null float64 54 home_buildUpPlaySpeedClass 25801 non-null object 55 home_buildUpPlayDribblingClass 25801 non-null object 56 home_buildUpPlayPassing 25801 non-null float64 57 home_buildUpPlayPassingClass 25801 non-null object 58 home_buildUpPlayPositioningClass 25801 non-null object 59 home_chanceCreationPassing 25801 non-null float64 60 home_chanceCreationPassingClass 25801 non-null object 61 home_chanceCreationCrossing 25801 non-null float64 62 home_chanceCreationCrossingClass 25801 non-null object 63 home_chanceCreationShooting 25801 non-null float64 64 home_chanceCreationShootingClass 25801 non-null object 65 home_chanceCreationPositioningClass 25801 non-null object 66 home_defencePressure 25801 non-null float64 67 home_defencePressureClass 25801 non-null object 68 home_defenceAggression 25801 non-null float64 69 home_defenceAggressionClass 25801 non-null object 70 home_defenceTeamWidth 25801 non-null float64 71 home_defenceTeamWidthClass 25801 non-null object 72 home_defenceDefenderLineClass 25801 non-null object 73 away_team_long_name 25801 non-null object 74 away_buildUpPlaySpeed 25801 non-null float64 75 away_buildUpPlaySpeedClass 25801 non-null object 76 away_buildUpPlayDribblingClass 25801 non-null object 77 away_buildUpPlayPassing 25801 non-null float64 78 away_buildUpPlayPassingClass 25801 non-null object 79 away_buildUpPlayPositioningClass 25801 non-null object 80 away_chanceCreationPassing 25801 non-null float64 81 away_chanceCreationPassingClass 25801 non-null object 82 away_chanceCreationCrossing 25801 non-null float64 83 away_chanceCreationCrossingClass 25801 non-null object 84 away_chanceCreationShooting 25801 non-null float64 85 away_chanceCreationShootingClass 25801 non-null object 86 away_chanceCreationPositioningClass 25801 non-null object 87 away_defencePressure 25801 non-null float64 88 away_defencePressureClass 25801 non-null object 89 away_defenceAggression 25801 non-null float64 90 away_defenceAggressionClass 25801 non-null object 91 away_defenceTeamWidth 25801 non-null float64 92 away_defenceTeamWidthClass 25801 non-null object 93 away_defenceDefenderLineClass 25801 non-null object 94 home_players_overall_rating 25221 non-null float64 95 home_players_potential 25221 non-null float64 96 home_players_reactions 25221 non-null float64 97 home_players_attr_sum 25221 non-null float64 98 home_players_attr_mean 25221 non-null float64 99 away_players_overall_rating 25221 non-null float64 100 away_players_potential 25221 non-null float64 101 away_players_reactions 25221 non-null float64 102 away_players_attr_sum 25221 non-null float64 103 away_players_attr_mean 25221 non-null float64 104 goal_difference 25979 non-null int64 105 match_result 25979 non-null object 106 match_result_num 25979 non-null object 107 home_team_win 25979 non-null object 108 away_team_win 25979 non-null object 109 diff_buildUpPlaySpeed 25629 non-null float64 110 diff_buildUpPlayPassing 25629 non-null float64 111 diff_chanceCreationPassing 25629 non-null float64 112 diff_chanceCreationCrossing 25629 non-null float64 113 diff_chanceCreationShooting 25629 non-null float64 114 diff_defencePressure 25629 non-null float64 115 diff_defenceAggression 25629 non-null float64 116 diff_defenceTeamWidth 25629 non-null float64 117 diff_players_overall_rating 25221 non-null float64 118 diff_players_potential 25221 non-null float64 119 diff_players_reactions 25221 non-null float64 120 diff_players_attr_sum 25221 non-null float64 121 diff_players_attr_mean 25221 non-null float64 122 home_team_attr_sum 25979 non-null float64 123 away_team_attr_sum 25979 non-null float64 124 diff_team_attr_sum 25979 non-null float64 125 home_team_attr_mean 25801 non-null float64 126 away_team_attr_mean 25801 non-null float64 127 diff_team_attr_mean 25629 non-null float64 dtypes: datetime64[ns](1), float64(75), int32(1), int64(10), object(41) memory usage: 25.3+ MB
print('Speed: ', data['home_buildUpPlaySpeedClass'].unique())
print('Dribbling: ', data['home_buildUpPlayDribblingClass'].unique())
print('Passing: ', data['home_buildUpPlayPassingClass'].unique())
print('Positioning: ', data['home_buildUpPlayPositioningClass'].unique())
print('CreationPassing: ', data['home_chanceCreationPassingClass'].unique())
print('CreationCrossing: ', data['home_chanceCreationCrossingClass'].unique())
print('CreationShooting: ', data['home_chanceCreationShootingClass'].unique())
print('CreationPositioning: ', data['home_chanceCreationPositioningClass'].unique())
print('defencePressure: ', data['home_defencePressureClass'].unique())
print('defenceAggression: ', data['home_defenceAggressionClass'].unique())
print('defenceTeamWidth: ', data['home_defenceTeamWidthClass'].unique())
print('defenceDefenderLine: ', data['home_defenceDefenderLineClass'].unique())
Speed: ['Balanced' 'Slow' 'Fast' nan] Dribbling: ['Little' nan 'Normal' 'Lots'] Passing: ['Mixed' 'Long' 'Short' nan] Positioning: ['Organised' 'Free Form' nan] CreationPassing: ['Normal' 'Risky' 'Safe' nan] CreationCrossing: ['Lots' 'Normal' nan 'Little'] CreationShooting: ['Normal' 'Lots' 'Little' nan] CreationPositioning: ['Organised' 'Free Form' nan] defencePressure: ['Medium' 'Deep' 'High' nan] defenceAggression: ['Press' 'Contain' 'Double' nan] defenceTeamWidth: ['Normal' 'Wide' 'Narrow' nan] defenceDefenderLine: ['Offside Trap' 'Cover' nan]
class_to_replace = [{"Slow": 1, "Fast": 4, "Balanced": 8, 'nan': 0},
{"Little": 1, "Normal": 4, "Lots": 8, 'nan': 0},
{"Short": 1, "Mixed": 4, "Long": 8, 'nan': 0},
{"Organised": 1, "Free Form": 2, 'nan': 0},
{"Safe": 1, "Normal": 4, "Risky": 8, 'nan': 0},
{"Little": 1, "Normal": 4, "Lots": 8, 'nan': 0},
{"Little": 1, "Normal": 4, "Lots": 8, 'nan': 0},
{"Organised": 1, "Free Form": 2, 'nan': 0},
{"Deep": 1, "Medium": 4, "High": 8, 'nan': 0},
{"Contain": 1, "Press": 4, "Double": 8, 'nan': 0},
{"Narrow": 1, "Normal": 4, "Wide": 8, 'nan': 0},
{"Cover": 1, "Offside Trap": 2, 'nan': 0}
]
class_to_replace
[{'Slow': 1, 'Fast': 4, 'Balanced': 8, 'nan': 0},
{'Little': 1, 'Normal': 4, 'Lots': 8, 'nan': 0},
{'Short': 1, 'Mixed': 4, 'Long': 8, 'nan': 0},
{'Organised': 1, 'Free Form': 2, 'nan': 0},
{'Safe': 1, 'Normal': 4, 'Risky': 8, 'nan': 0},
{'Little': 1, 'Normal': 4, 'Lots': 8, 'nan': 0},
{'Little': 1, 'Normal': 4, 'Lots': 8, 'nan': 0},
{'Organised': 1, 'Free Form': 2, 'nan': 0},
{'Deep': 1, 'Medium': 4, 'High': 8, 'nan': 0},
{'Contain': 1, 'Press': 4, 'Double': 8, 'nan': 0},
{'Narrow': 1, 'Normal': 4, 'Wide': 8, 'nan': 0},
{'Cover': 1, 'Offside Trap': 2, 'nan': 0}]
home_class_cols = data.filter(regex = 'home_').select_dtypes('object')
home_class_cols = home_class_cols.filter(regex = 'Class$').select_dtypes('object').columns
away_class_cols = data.filter(regex = 'away_').select_dtypes('object')
away_class_cols = away_class_cols.filter(regex = 'Class$').select_dtypes('object').columns
diff_class_cols = away_class_cols.str.replace('away_', 'diff_', regex=True)
home_class_cols, away_class_cols, diff_class_cols
(Index(['home_buildUpPlaySpeedClass', 'home_buildUpPlayDribblingClass',
'home_buildUpPlayPassingClass', 'home_buildUpPlayPositioningClass',
'home_chanceCreationPassingClass', 'home_chanceCreationCrossingClass',
'home_chanceCreationShootingClass',
'home_chanceCreationPositioningClass', 'home_defencePressureClass',
'home_defenceAggressionClass', 'home_defenceTeamWidthClass',
'home_defenceDefenderLineClass'],
dtype='object'),
Index(['away_buildUpPlaySpeedClass', 'away_buildUpPlayDribblingClass',
'away_buildUpPlayPassingClass', 'away_buildUpPlayPositioningClass',
'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass',
'away_chanceCreationPositioningClass', 'away_defencePressureClass',
'away_defenceAggressionClass', 'away_defenceTeamWidthClass',
'away_defenceDefenderLineClass'],
dtype='object'),
Index(['diff_buildUpPlaySpeedClass', 'diff_buildUpPlayDribblingClass',
'diff_buildUpPlayPassingClass', 'diff_buildUpPlayPositioningClass',
'diff_chanceCreationPassingClass', 'diff_chanceCreationCrossingClass',
'diff_chanceCreationShootingClass',
'diff_chanceCreationPositioningClass', 'diff_defencePressureClass',
'diff_defenceAggressionClass', 'diff_defenceTeamWidthClass',
'diff_defenceDefenderLineClass'],
dtype='object'))
# Сделаем из них списки
home_class_cols = list(home_class_cols)
away_class_cols = list(away_class_cols)
diff_class_cols = list(diff_class_cols)
len(home_class_cols), len(away_class_cols), len(diff_class_cols), len(class_to_replace)
(12, 12, 12, 12)
for i in range(0, len(diff_class_cols)):
data[diff_class_cols[i]] = data[home_class_cols[i]].replace(class_to_replace[i]) \
- data[away_class_cols[i]].replace(class_to_replace[i])
data.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | goal | shoton | shotoff | foulcommit | card | cross | corner | possession | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | SJH | SJD | SJA | VCH | VCD | VCA | GBH | GBD | GBA | BSH | BSD | BSA | league_name | country_name | match_year | home_team_long_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | home_players_overall_rating | home_players_potential | home_players_reactions | home_players_attr_sum | home_players_attr_mean | away_players_overall_rating | away_players_potential | away_players_reactions | away_players_attr_sum | away_players_attr_mean | goal_difference | match_result | match_result_num | home_team_win | away_team_win | diff_buildUpPlaySpeed | diff_buildUpPlayPassing | diff_chanceCreationPassing | diff_chanceCreationCrossing | diff_chanceCreationShooting | diff_defencePressure | diff_defenceAggression | diff_defenceTeamWidth | diff_players_overall_rating | diff_players_potential | diff_players_reactions | diff_players_attr_sum | diff_players_attr_mean | home_team_attr_sum | away_team_attr_sum | diff_team_attr_sum | home_team_attr_mean | away_team_attr_mean | diff_team_attr_mean | diff_buildUpPlaySpeedClass | diff_buildUpPlayDribblingClass | diff_buildUpPlayPassingClass | diff_buildUpPlayPositioningClass | diff_chanceCreationPassingClass | diff_chanceCreationCrossingClass | diff_chanceCreationShootingClass | diff_chanceCreationPositioningClass | diff_defencePressureClass | diff_defenceAggressionClass | diff_defenceTeamWidthClass | diff_defenceDefenderLineClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 24559 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-18 | 486263 | 10192 | 9931 | 1 | 2 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | BSC Young Boys | 55.0 | Balanced | Little | 55.0 | Mixed | Organised | 55.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 55.0 | Medium | 55.0 | Press | 60.0 | Normal | Offside Trap | FC Basel | 40.0 | Balanced | Little | 45.0 | Mixed | Organised | 50.0 | Normal | 65.0 | Normal | 50.0 | Normal | Organised | 60.0 | Medium | 60.0 | Press | 60.0 | Normal | Cover | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -1 | away | -1 | 0 | 1 | 15.0 | 10.0 | 5.0 | 5.0 | 10.0 | -5.0 | -5.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 465.0 | 430.0 | 35.0 | 58.125 | 53.750 | 4.375 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 |
| 1 | 24560 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-19 | 486264 | 9930 | 10179 | 3 | 1 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Aarau | 60.0 | Balanced | Little | 50.0 | Mixed | Organised | 60.0 | Normal | 65.0 | Normal | 55.0 | Normal | Organised | 50.0 | Medium | 55.0 | Press | 45.0 | Normal | Cover | FC Sion | 35.0 | Balanced | Little | 60.0 | Mixed | Organised | 50.0 | Normal | 60.0 | Normal | 60.0 | Normal | Organised | 35.0 | Medium | 40.0 | Press | 45.0 | Normal | Offside Trap | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2 | home | 1 | 1 | 0 | 25.0 | -10.0 | 10.0 | 5.0 | -5.0 | 15.0 | 15.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | 440.0 | 385.0 | 55.0 | 55.000 | 48.125 | 6.875 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -1.0 |
| 2 | 24561 | 24558 | 24558 | 2008/2009 | 1 | 2008-07-20 | 486265 | 10199 | 9824 | 1 | 2 | None | None | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Switzerland Super League | Switzerland | 2008 | FC Luzern | 45.0 | Balanced | Little | 60.0 | Mixed | Organised | 45.0 | Normal | 70.0 | Lots | 60.0 | Normal | Organised | 40.0 | Medium | 45.0 | Press | 50.0 | Normal | Offside Trap | FC Vaduz | 53.0 | Balanced | Little | 56.0 | Mixed | Organised | 38.0 | Normal | 53.0 | Normal | 46.0 | Normal | Organised | 42.0 | Medium | 33.0 | Contain | 58.0 | Normal | Cover | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -1 | away | -1 | 0 | 1 | -8.0 | 4.0 | 7.0 | 17.0 | 14.0 | -2.0 | 12.0 | -8.0 | NaN | NaN | NaN | NaN | NaN | 415.0 | 379.0 | 36.0 | 51.875 | 47.375 | 4.500 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 1.0 |
data.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> RangeIndex: 25979 entries, 0 to 25978 Data columns (total 140 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 25979 non-null int64 1 country_id 25979 non-null int64 2 league_id 25979 non-null int64 3 season 25979 non-null object 4 stage 25979 non-null int64 5 date 25979 non-null datetime64[ns] 6 match_api_id 25979 non-null int64 7 home_team_api_id 25979 non-null int64 8 away_team_api_id 25979 non-null int64 9 home_team_goal 25979 non-null int64 10 away_team_goal 25979 non-null int64 11 goal 14217 non-null object 12 shoton 14217 non-null object 13 shotoff 14217 non-null object 14 foulcommit 14217 non-null object 15 card 14217 non-null object 16 cross 14217 non-null object 17 corner 14217 non-null object 18 possession 14217 non-null object 19 B365H 22592 non-null float64 20 B365D 22592 non-null float64 21 B365A 22592 non-null float64 22 BWH 22575 non-null float64 23 BWD 22575 non-null float64 24 BWA 22575 non-null float64 25 IWH 22520 non-null float64 26 IWD 22520 non-null float64 27 IWA 22520 non-null float64 28 LBH 22556 non-null float64 29 LBD 22556 non-null float64 30 LBA 22556 non-null float64 31 PSH 11168 non-null float64 32 PSD 11168 non-null float64 33 PSA 11168 non-null float64 34 WHH 22571 non-null float64 35 WHD 22571 non-null float64 36 WHA 22571 non-null float64 37 SJH 17097 non-null float64 38 SJD 17097 non-null float64 39 SJA 17097 non-null float64 40 VCH 22568 non-null float64 41 VCD 22568 non-null float64 42 VCA 22568 non-null float64 43 GBH 14162 non-null float64 44 GBD 14162 non-null float64 45 GBA 14162 non-null float64 46 BSH 14161 non-null float64 47 BSD 14161 non-null float64 48 BSA 14161 non-null float64 49 league_name 25979 non-null object 50 country_name 25979 non-null object 51 match_year 25979 non-null int32 52 home_team_long_name 25801 non-null object 53 home_buildUpPlaySpeed 25801 non-null float64 54 home_buildUpPlaySpeedClass 25801 non-null object 55 home_buildUpPlayDribblingClass 25801 non-null object 56 home_buildUpPlayPassing 25801 non-null float64 57 home_buildUpPlayPassingClass 25801 non-null object 58 home_buildUpPlayPositioningClass 25801 non-null object 59 home_chanceCreationPassing 25801 non-null float64 60 home_chanceCreationPassingClass 25801 non-null object 61 home_chanceCreationCrossing 25801 non-null float64 62 home_chanceCreationCrossingClass 25801 non-null object 63 home_chanceCreationShooting 25801 non-null float64 64 home_chanceCreationShootingClass 25801 non-null object 65 home_chanceCreationPositioningClass 25801 non-null object 66 home_defencePressure 25801 non-null float64 67 home_defencePressureClass 25801 non-null object 68 home_defenceAggression 25801 non-null float64 69 home_defenceAggressionClass 25801 non-null object 70 home_defenceTeamWidth 25801 non-null float64 71 home_defenceTeamWidthClass 25801 non-null object 72 home_defenceDefenderLineClass 25801 non-null object 73 away_team_long_name 25801 non-null object 74 away_buildUpPlaySpeed 25801 non-null float64 75 away_buildUpPlaySpeedClass 25801 non-null object 76 away_buildUpPlayDribblingClass 25801 non-null object 77 away_buildUpPlayPassing 25801 non-null float64 78 away_buildUpPlayPassingClass 25801 non-null object 79 away_buildUpPlayPositioningClass 25801 non-null object 80 away_chanceCreationPassing 25801 non-null float64 81 away_chanceCreationPassingClass 25801 non-null object 82 away_chanceCreationCrossing 25801 non-null float64 83 away_chanceCreationCrossingClass 25801 non-null object 84 away_chanceCreationShooting 25801 non-null float64 85 away_chanceCreationShootingClass 25801 non-null object 86 away_chanceCreationPositioningClass 25801 non-null object 87 away_defencePressure 25801 non-null float64 88 away_defencePressureClass 25801 non-null object 89 away_defenceAggression 25801 non-null float64 90 away_defenceAggressionClass 25801 non-null object 91 away_defenceTeamWidth 25801 non-null float64 92 away_defenceTeamWidthClass 25801 non-null object 93 away_defenceDefenderLineClass 25801 non-null object 94 home_players_overall_rating 25221 non-null float64 95 home_players_potential 25221 non-null float64 96 home_players_reactions 25221 non-null float64 97 home_players_attr_sum 25221 non-null float64 98 home_players_attr_mean 25221 non-null float64 99 away_players_overall_rating 25221 non-null float64 100 away_players_potential 25221 non-null float64 101 away_players_reactions 25221 non-null float64 102 away_players_attr_sum 25221 non-null float64 103 away_players_attr_mean 25221 non-null float64 104 goal_difference 25979 non-null int64 105 match_result 25979 non-null object 106 match_result_num 25979 non-null object 107 home_team_win 25979 non-null object 108 away_team_win 25979 non-null object 109 diff_buildUpPlaySpeed 25629 non-null float64 110 diff_buildUpPlayPassing 25629 non-null float64 111 diff_chanceCreationPassing 25629 non-null float64 112 diff_chanceCreationCrossing 25629 non-null float64 113 diff_chanceCreationShooting 25629 non-null float64 114 diff_defencePressure 25629 non-null float64 115 diff_defenceAggression 25629 non-null float64 116 diff_defenceTeamWidth 25629 non-null float64 117 diff_players_overall_rating 25221 non-null float64 118 diff_players_potential 25221 non-null float64 119 diff_players_reactions 25221 non-null float64 120 diff_players_attr_sum 25221 non-null float64 121 diff_players_attr_mean 25221 non-null float64 122 home_team_attr_sum 25979 non-null float64 123 away_team_attr_sum 25979 non-null float64 124 diff_team_attr_sum 25979 non-null float64 125 home_team_attr_mean 25801 non-null float64 126 away_team_attr_mean 25801 non-null float64 127 diff_team_attr_mean 25629 non-null float64 128 diff_buildUpPlaySpeedClass 25629 non-null float64 129 diff_buildUpPlayDribblingClass 25629 non-null float64 130 diff_buildUpPlayPassingClass 25629 non-null float64 131 diff_buildUpPlayPositioningClass 25629 non-null float64 132 diff_chanceCreationPassingClass 25629 non-null float64 133 diff_chanceCreationCrossingClass 25629 non-null float64 134 diff_chanceCreationShootingClass 25629 non-null float64 135 diff_chanceCreationPositioningClass 25629 non-null float64 136 diff_defencePressureClass 25629 non-null float64 137 diff_defenceAggressionClass 25629 non-null float64 138 diff_defenceTeamWidthClass 25629 non-null float64 139 diff_defenceDefenderLineClass 25629 non-null float64 dtypes: datetime64[ns](1), float64(87), int32(1), int64(10), object(41) memory usage: 27.6+ MB
Отлично! Все необходимые дополнительные столбцы созданы, в них нет нулевых значений.
Продолжим работу.
Посмотрим, какие сезоны у нас есть
data['season'].unique()
array(['2008/2009', '2009/2010', '2010/2011', '2011/2012', '2012/2013',
'2013/2014', '2014/2015', '2015/2016'], dtype=object)
Отфильтруем датафрейм по последнему сезону
# в data пусть останется оригинальный датафрейм, после всех объединений
df = data[data['season']=='2015/2016']
df.shape
(3326, 140)
проверим, правда ли "одна строка - один матч"
len(df['match_api_id'].unique())
3326
вроде да.
проверим долю пропусков по столбцам
na_dict = {}
for i in df.columns:
na_dict[i] = sum(df[i].isna())/len(df[i])
na_per_column = pd.DataFrame(index = na_dict.keys(), data = {'na_ratio': na_dict.values()})
pd.set_option('display.max_rows', 250)
na_per_column.sort_values(by = 'na_ratio', ascending=False)
| na_ratio | |
|---|---|
| SJD | 1.000000 |
| SJH | 1.000000 |
| BSD | 1.000000 |
| BSH | 1.000000 |
| GBA | 1.000000 |
| GBD | 1.000000 |
| GBH | 1.000000 |
| SJA | 1.000000 |
| BSA | 1.000000 |
| corner | 0.328924 |
| goal | 0.328924 |
| shoton | 0.328924 |
| shotoff | 0.328924 |
| foulcommit | 0.328924 |
| card | 0.328924 |
| cross | 0.328924 |
| possession | 0.328924 |
| PSA | 0.128683 |
| PSH | 0.128683 |
| PSD | 0.128683 |
| IWH | 0.127480 |
| IWA | 0.127480 |
| IWD | 0.127480 |
| VCH | 0.127180 |
| VCD | 0.127180 |
| VCA | 0.127180 |
| LBD | 0.126879 |
| LBA | 0.126879 |
| LBH | 0.126879 |
| BWA | 0.126578 |
| BWD | 0.126578 |
| BWH | 0.126578 |
| B365A | 0.126578 |
| B365D | 0.126578 |
| B365H | 0.126578 |
| WHH | 0.126278 |
| WHD | 0.126278 |
| WHA | 0.126278 |
| diff_team_attr_mean | 0.039687 |
| diff_chanceCreationCrossing | 0.039687 |
| diff_buildUpPlaySpeed | 0.039687 |
| diff_buildUpPlayPassing | 0.039687 |
| diff_chanceCreationPassing | 0.039687 |
| diff_defencePressure | 0.039687 |
| diff_chanceCreationShooting | 0.039687 |
| diff_buildUpPlayDribblingClass | 0.039687 |
| diff_buildUpPlaySpeedClass | 0.039687 |
| diff_defenceAggression | 0.039687 |
| diff_defenceTeamWidth | 0.039687 |
| diff_defenceDefenderLineClass | 0.039687 |
| diff_defencePressureClass | 0.039687 |
| diff_buildUpPlayPassingClass | 0.039687 |
| diff_buildUpPlayPositioningClass | 0.039687 |
| diff_chanceCreationPassingClass | 0.039687 |
| diff_chanceCreationCrossingClass | 0.039687 |
| diff_chanceCreationShootingClass | 0.039687 |
| diff_chanceCreationPositioningClass | 0.039687 |
| diff_defenceAggressionClass | 0.039687 |
| diff_defenceTeamWidthClass | 0.039687 |
| away_chanceCreationShootingClass | 0.020144 |
| away_chanceCreationShooting | 0.020144 |
| away_chanceCreationCrossingClass | 0.020144 |
| away_buildUpPlayPassingClass | 0.020144 |
| away_chanceCreationCrossing | 0.020144 |
| away_defencePressure | 0.020144 |
| away_chanceCreationPassingClass | 0.020144 |
| away_chanceCreationPassing | 0.020144 |
| away_chanceCreationPositioningClass | 0.020144 |
| away_defenceTeamWidthClass | 0.020144 |
| away_defencePressureClass | 0.020144 |
| away_defenceAggression | 0.020144 |
| away_defenceAggressionClass | 0.020144 |
| away_defenceTeamWidth | 0.020144 |
| away_defenceDefenderLineClass | 0.020144 |
| home_team_attr_mean | 0.020144 |
| away_team_attr_mean | 0.020144 |
| away_buildUpPlayPositioningClass | 0.020144 |
| home_defenceTeamWidth | 0.020144 |
| away_buildUpPlayPassing | 0.020144 |
| home_chanceCreationShooting | 0.020144 |
| home_team_long_name | 0.020144 |
| home_buildUpPlaySpeed | 0.020144 |
| home_buildUpPlaySpeedClass | 0.020144 |
| home_buildUpPlayDribblingClass | 0.020144 |
| home_buildUpPlayPassing | 0.020144 |
| home_buildUpPlayPassingClass | 0.020144 |
| home_buildUpPlayPositioningClass | 0.020144 |
| home_chanceCreationPassing | 0.020144 |
| home_chanceCreationPassingClass | 0.020144 |
| away_buildUpPlayDribblingClass | 0.020144 |
| home_chanceCreationCrossingClass | 0.020144 |
| home_chanceCreationCrossing | 0.020144 |
| home_chanceCreationShootingClass | 0.020144 |
| home_defencePressure | 0.020144 |
| away_buildUpPlaySpeedClass | 0.020144 |
| away_buildUpPlaySpeed | 0.020144 |
| home_chanceCreationPositioningClass | 0.020144 |
| home_defenceDefenderLineClass | 0.020144 |
| home_defenceTeamWidthClass | 0.020144 |
| home_defenceAggressionClass | 0.020144 |
| home_defenceAggression | 0.020144 |
| home_defencePressureClass | 0.020144 |
| away_team_long_name | 0.020144 |
| away_players_attr_mean | 0.000000 |
| home_team_attr_sum | 0.000000 |
| diff_team_attr_sum | 0.000000 |
| home_players_potential | 0.000000 |
| home_players_overall_rating | 0.000000 |
| match_year | 0.000000 |
| country_name | 0.000000 |
| league_name | 0.000000 |
| away_team_goal | 0.000000 |
| home_team_goal | 0.000000 |
| away_team_api_id | 0.000000 |
| home_team_api_id | 0.000000 |
| match_api_id | 0.000000 |
| date | 0.000000 |
| stage | 0.000000 |
| season | 0.000000 |
| league_id | 0.000000 |
| away_team_attr_sum | 0.000000 |
| diff_players_attr_mean | 0.000000 |
| goal_difference | 0.000000 |
| diff_players_attr_sum | 0.000000 |
| match_result | 0.000000 |
| match_result_num | 0.000000 |
| home_team_win | 0.000000 |
| away_team_win | 0.000000 |
| away_players_attr_sum | 0.000000 |
| away_players_reactions | 0.000000 |
| away_players_potential | 0.000000 |
| away_players_overall_rating | 0.000000 |
| country_id | 0.000000 |
| home_players_attr_mean | 0.000000 |
| home_players_attr_sum | 0.000000 |
| home_players_reactions | 0.000000 |
| diff_players_overall_rating | 0.000000 |
| diff_players_potential | 0.000000 |
| diff_players_reactions | 0.000000 |
| id | 0.000000 |
Видим, что есть некоторое количество столбцов, в котором очень высок процент пропусков. Как бы ни хотелось использовать информацию оттуда, с ними мало что можно спрогнозировать.
Установим порог по пропускам в процентах:
na_borderline = 0.3
Удалим из датасета все факторы, процент пропусков в которых превышает порог.
bad_factors = list(na_per_column[na_per_column['na_ratio']>na_borderline].index)
df.drop(bad_factors, axis = 1, inplace = True)
bad_factors
['goal', 'shoton', 'shotoff', 'foulcommit', 'card', 'cross', 'corner', 'possession', 'SJH', 'SJD', 'SJA', 'GBH', 'GBD', 'GBA', 'BSH', 'BSD', 'BSA']
na_borderline_factors(na_ratio(df), 0.1)
['PSA', 'PSD', 'PSH', 'IWH', 'IWA', 'IWD', 'VCD', 'VCH', 'VCA', 'LBH', 'LBA', 'LBD', 'BWH', 'BWD', 'BWA', 'B365A', 'B365D', 'B365H', 'WHA', 'WHD', 'WHH']
Осталось еще довольно много столбцов, в которых пропуски занимают пусть не критичную, но заметную долю. Их наличие будет мешать обучать модели.
lots_of_nan_features = [
'PSA',
'PSD',
'PSH',
'IWA',
'IWD',
'IWH',
'VCA',
'VCD',
'VCH',
'LBD',
'LBH',
'LBA',
'BWD',
'BWA',
'B365H',
'BWH',
'B365A',
'B365D',
'WHH',
'WHA',
'WHD']
df.dropna(how = 'any', subset = lots_of_nan_features)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | VCH | VCD | VCA | league_name | country_name | match_year | home_team_long_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | home_players_overall_rating | home_players_potential | home_players_reactions | home_players_attr_sum | home_players_attr_mean | away_players_overall_rating | away_players_potential | away_players_reactions | away_players_attr_sum | away_players_attr_mean | goal_difference | match_result | match_result_num | home_team_win | away_team_win | diff_buildUpPlaySpeed | diff_buildUpPlayPassing | diff_chanceCreationPassing | diff_chanceCreationCrossing | diff_chanceCreationShooting | diff_defencePressure | diff_defenceAggression | diff_defenceTeamWidth | diff_players_overall_rating | diff_players_potential | diff_players_reactions | diff_players_attr_sum | diff_players_attr_mean | home_team_attr_sum | away_team_attr_sum | diff_team_attr_sum | home_team_attr_mean | away_team_attr_mean | diff_team_attr_mean | diff_buildUpPlaySpeedClass | diff_buildUpPlayDribblingClass | diff_buildUpPlayPassingClass | diff_buildUpPlayPositioningClass | diff_chanceCreationPassingClass | diff_chanceCreationCrossingClass | diff_chanceCreationShootingClass | diff_chanceCreationPositioningClass | diff_defencePressureClass | diff_defenceAggressionClass | diff_defenceTeamWidthClass | diff_defenceDefenderLineClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22666 | 1489 | 1 | 1 | 2015/2016 | 1 | 2015-07-24 | 1979832 | 9997 | 8342 | 2 | 1 | 4.33 | 4.00 | 1.70 | 4.50 | 3.80 | 1.72 | 4.20 | 3.50 | 1.80 | 4.50 | 3.80 | 1.73 | 4.90 | 4.09 | 1.72 | 4.00 | 3.75 | 1.75 | 4.40 | 4.0 | 1.75 | Belgium Jupiler League | Belgium | 2015 | Sint-Truidense VV | 52.0 | Balanced | Little | 55.0 | Mixed | Organised | 52.0 | Normal | 55.0 | Normal | 47.0 | Normal | Organised | 32.0 | Deep | 40.0 | Press | 41.0 | Normal | Cover | Club Brugge KV | 42.0 | Balanced | Normal | 45.0 | Mixed | Organised | 42.0 | Normal | 57.0 | Normal | 47.0 | Normal | Organised | 51.0 | Medium | 50.0 | Press | 57.0 | Normal | Cover | 66.454545 | 71.727273 | 58.818182 | 1084.727273 | 54.236364 | 71.727273 | 75.727273 | 67.545455 | 1221.181818 | 61.059091 | 1 | home | 1 | 1 | 0 | 10.0 | 10.0 | 10.0 | -2.0 | 0.0 | -19.0 | -10.0 | -16.0 | -5.272727 | -4.000000 | -8.727273 | -136.454545 | -6.822727 | 374.0 | 391.0 | -17.0 | 46.750 | 48.875 | -2.125 | 0.0 | -3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -3.0 | 0.0 | 0.0 | 0.0 |
| 22670 | 1493 | 1 | 1 | 2015/2016 | 1 | 2015-07-25 | 1979836 | 10000 | 9994 | 3 | 1 | 2.38 | 3.40 | 2.88 | 2.30 | 3.40 | 2.90 | 2.30 | 3.30 | 2.90 | 2.38 | 3.30 | 3.00 | 2.31 | 3.47 | 3.23 | 2.30 | 3.25 | 2.88 | 2.30 | 3.4 | 3.10 | Belgium Jupiler League | Belgium | 2015 | SV Zulte-Waregem | 54.0 | Balanced | Normal | 51.0 | Mixed | Organised | 47.0 | Normal | 52.0 | Normal | 32.0 | Little | Organised | 44.0 | Medium | 58.0 | Press | 37.0 | Normal | Cover | Sporting Lokeren | 62.0 | Balanced | Normal | 52.0 | Mixed | Organised | 42.0 | Normal | 50.0 | Normal | 62.0 | Normal | Organised | 45.0 | Medium | 52.0 | Press | 52.0 | Normal | Cover | 67.181818 | 69.909091 | 65.363636 | 1135.000000 | 56.750000 | 68.818182 | 72.454545 | 65.636364 | 1168.909091 | 58.445455 | 2 | home | 1 | 1 | 0 | -8.0 | -1.0 | 5.0 | 2.0 | -30.0 | -1.0 | 6.0 | -15.0 | -1.636364 | -2.545455 | -0.272727 | -33.909091 | -1.695455 | 375.0 | 417.0 | -42.0 | 46.875 | 52.125 | -5.250 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 22673 | 1490 | 1 | 1 | 2015/2016 | 1 | 2015-07-25 | 1979833 | 8571 | 9985 | 2 | 1 | 2.60 | 3.40 | 2.60 | 2.50 | 3.25 | 2.75 | 2.60 | 3.20 | 2.60 | 2.62 | 3.30 | 2.60 | 2.69 | 3.42 | 2.73 | 2.50 | 3.25 | 2.62 | 2.70 | 3.4 | 2.63 | Belgium Jupiler League | Belgium | 2015 | KV Kortrijk | 42.0 | Balanced | Normal | 47.0 | Mixed | Organised | 37.0 | Normal | 67.0 | Lots | 30.0 | Little | Organised | 46.0 | Medium | 45.0 | Press | 52.0 | Normal | Cover | Standard de Liège | 54.0 | Balanced | Normal | 62.0 | Mixed | Organised | 55.0 | Normal | 58.0 | Normal | 60.0 | Normal | Organised | 45.0 | Medium | 54.0 | Press | 52.0 | Normal | Cover | 67.545455 | 69.727273 | 65.363636 | 1132.363636 | 56.618182 | 70.727273 | 74.272727 | 69.090909 | 1189.727273 | 59.486364 | 1 | home | 1 | 1 | 0 | -12.0 | -15.0 | -18.0 | 9.0 | -30.0 | 1.0 | -9.0 | 0.0 | -3.181818 | -4.545455 | -3.727273 | -57.363636 | -2.868182 | 366.0 | 440.0 | -74.0 | 45.750 | 55.000 | -9.250 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | -3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 22674 | 1491 | 1 | 1 | 2015/2016 | 1 | 2015-07-25 | 1979834 | 9987 | 1773 | 3 | 1 | 1.62 | 3.75 | 5.50 | 1.62 | 3.75 | 5.50 | 1.60 | 3.70 | 5.40 | 1.60 | 3.75 | 6.00 | 1.60 | 4.20 | 5.96 | 1.62 | 3.80 | 4.80 | 1.60 | 4.1 | 5.50 | Belgium Jupiler League | Belgium | 2015 | KRC Genk | 58.0 | Balanced | Normal | 38.0 | Mixed | Organised | 30.0 | Safe | 69.0 | Lots | 56.0 | Normal | Organised | 36.0 | Medium | 57.0 | Press | 70.0 | Wide | Cover | Oud-Heverlee Leuven | 52.0 | Balanced | Normal | 50.0 | Mixed | Organised | 50.0 | Normal | 53.0 | Normal | 54.0 | Normal | Organised | 43.0 | Medium | 44.0 | Press | 50.0 | Normal | Cover | 70.545455 | 74.545455 | 69.000000 | 1168.727273 | 58.436364 | 65.636364 | 69.000000 | 63.545455 | 1064.181818 | 53.209091 | 2 | home | 1 | 1 | 0 | 6.0 | -12.0 | -20.0 | 16.0 | 2.0 | -7.0 | 13.0 | 20.0 | 4.909091 | 5.545455 | 5.454545 | 104.545455 | 5.227273 | 414.0 | 396.0 | 18.0 | 51.750 | 49.500 | 2.250 | 0.0 | 0.0 | 0.0 | 0.0 | -3.0 | 4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.0 | 0.0 |
| 22675 | 1492 | 1 | 1 | 2015/2016 | 1 | 2015-07-25 | 1979835 | 8573 | 8203 | 3 | 1 | 2.50 | 3.30 | 2.80 | 2.50 | 3.30 | 2.70 | 2.50 | 3.30 | 2.65 | 2.50 | 3.25 | 2.80 | 2.55 | 3.34 | 2.96 | 2.45 | 3.10 | 2.80 | 2.50 | 3.3 | 2.88 | Belgium Jupiler League | Belgium | 2015 | KV Oostende | 52.0 | Balanced | Normal | 54.0 | Mixed | Organised | 45.0 | Normal | 42.0 | Normal | 53.0 | Normal | Organised | 42.0 | Medium | 47.0 | Press | 44.0 | Normal | Cover | KV Mechelen | 52.0 | Balanced | Normal | 40.0 | Mixed | Organised | 47.0 | Normal | 53.0 | Normal | 50.0 | Normal | Organised | 42.0 | Medium | 51.0 | Press | 52.0 | Normal | Cover | 69.636364 | 72.272727 | 68.727273 | 1195.727273 | 59.786364 | 68.818182 | 71.272727 | 68.090909 | 1185.909091 | 59.295455 | 2 | home | 1 | 1 | 0 | 0.0 | 14.0 | -2.0 | -11.0 | 3.0 | 0.0 | -4.0 | -8.0 | 0.818182 | 1.000000 | 0.636364 | 9.818182 | 0.490909 | 379.0 | 387.0 | -8.0 | 47.375 | 48.375 | -1.000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 25959 | 13205 | 10257 | 10257 | 2015/2016 | 38 | 2016-05-15 | 2060637 | 8533 | 9857 | 0 | 0 | 2.15 | 3.40 | 3.40 | 2.10 | 3.25 | 3.50 | 2.20 | 3.20 | 3.20 | 2.10 | 3.40 | 3.40 | 2.13 | 3.56 | 3.70 | 2.10 | 3.50 | 3.20 | 2.15 | 3.4 | 3.60 | Italy Serie A | Italy | 2016 | Chievo Verona | 66.0 | Balanced | Normal | 67.0 | Long | Organised | 52.0 | Normal | 66.0 | Normal | 52.0 | Normal | Organised | 46.0 | Medium | 59.0 | Press | 51.0 | Normal | Cover | Bologna | 63.0 | Balanced | Normal | 48.0 | Mixed | Organised | 32.0 | Safe | 48.0 | Normal | 52.0 | Normal | Organised | 30.0 | Deep | 54.0 | Press | 48.0 | Normal | Cover | 72.545455 | 73.818182 | 68.727273 | 1213.909091 | 60.695455 | 72.818182 | 75.000000 | 69.545455 | 1205.636364 | 60.281818 | 0 | draw | 0 | 0 | 0 | 3.0 | 19.0 | 20.0 | 18.0 | 0.0 | 16.0 | 5.0 | 3.0 | -0.272727 | -1.181818 | -0.818182 | 8.272727 | 0.413636 | 459.0 | 375.0 | 84.0 | 57.375 | 46.875 | 10.500 | 0.0 | 0.0 | 4.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 |
| 25960 | 19634 | 17642 | 17642 | 2015/2016 | 34 | 2016-05-15 | 2016109 | 8348 | 10212 | 2 | 1 | 2.05 | 3.50 | 3.50 | 2.10 | 3.40 | 3.20 | 2.10 | 3.30 | 3.10 | 2.10 | 3.50 | 3.30 | 2.17 | 3.71 | 3.39 | 2.15 | 3.30 | 3.10 | 2.10 | 3.5 | 3.25 | Portugal Liga ZON Sagres | Portugal | 2016 | Moreirense FC | 38.0 | Balanced | Normal | 43.0 | Mixed | Organised | 51.0 | Normal | 54.0 | Normal | 39.0 | Normal | Organised | 44.0 | Medium | 46.0 | Press | 48.0 | Normal | Cover | CS Marítimo | 61.0 | Balanced | Normal | 66.0 | Mixed | Organised | 67.0 | Risky | 64.0 | Normal | 55.0 | Normal | Organised | 38.0 | Medium | 49.0 | Press | 46.0 | Normal | Cover | 67.900000 | 70.300000 | 66.600000 | 1189.400000 | 59.470000 | 65.600000 | 68.500000 | 63.200000 | 1077.600000 | 53.880000 | 1 | home | 1 | 1 | 0 | -23.0 | -23.0 | -16.0 | -10.0 | -16.0 | 6.0 | -3.0 | 2.0 | 2.300000 | 1.800000 | 3.400000 | 111.800000 | 5.590000 | 363.0 | 446.0 | -83.0 | 45.375 | 55.750 | -10.375 | 0.0 | 0.0 | 0.0 | 0.0 | -4.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 25961 | 4699 | 1729 | 1729 | 2015/2016 | 38 | 2016-05-15 | 1987597 | 9825 | 10252 | 4 | 0 | 1.17 | 9.00 | 17.00 | 1.16 | 7.00 | 16.00 | 1.17 | 6.50 | 14.00 | 1.15 | 9.00 | 19.00 | 1.17 | 9.35 | 18.00 | 1.14 | 7.50 | 19.00 | 1.15 | 9.0 | 21.00 | England Premier League | England | 2016 | Arsenal | 59.0 | Balanced | Normal | 30.0 | Short | Organised | 28.0 | Safe | 44.0 | Normal | 46.0 | Normal | Free Form | 51.0 | Medium | 44.0 | Press | 52.0 | Normal | Cover | Aston Villa | 63.0 | Balanced | Normal | 54.0 | Mixed | Organised | 60.0 | Normal | 48.0 | Normal | 38.0 | Normal | Organised | 35.0 | Medium | 44.0 | Press | 54.0 | Normal | Cover | 82.363636 | 84.181818 | 81.090909 | 1342.909091 | 67.145455 | 71.545455 | 75.000000 | 68.000000 | 1212.636364 | 60.631818 | 4 | home | 1 | 1 | 0 | -4.0 | -24.0 | -32.0 | -4.0 | 8.0 | 16.0 | 0.0 | -2.0 | 10.818182 | 9.181818 | 13.090909 | 130.272727 | 6.513636 | 354.0 | 396.0 | -42.0 | 44.250 | 49.500 | -5.250 | 0.0 | 0.0 | -3.0 | 0.0 | -3.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 25962 | 4701 | 1729 | 1729 | 2015/2016 | 38 | 2016-05-15 | 1987599 | 8668 | 9850 | 3 | 0 | 1.80 | 4.00 | 4.50 | 1.75 | 3.80 | 4.33 | 1.85 | 3.45 | 4.00 | 1.80 | 4.20 | 4.20 | 1.75 | 4.33 | 4.58 | 1.75 | 3.75 | 4.50 | 1.80 | 3.9 | 4.60 | England Premier League | England | 2016 | Everton | 43.0 | Balanced | Normal | 40.0 | Mixed | Organised | 39.0 | Normal | 33.0 | Little | 63.0 | Normal | Organised | 52.0 | Medium | 58.0 | Press | 59.0 | Normal | Cover | Norwich City | 45.0 | Balanced | Normal | 55.0 | Mixed | Organised | 46.0 | Normal | 54.0 | Normal | 47.0 | Normal | Organised | 38.0 | Medium | 39.0 | Press | 51.0 | Normal | Cover | 75.400000 | 80.500000 | 72.200000 | 1238.000000 | 61.900000 | 73.363636 | 74.454545 | 71.181818 | 1230.181818 | 61.509091 | 3 | home | 1 | 1 | 0 | -2.0 | -15.0 | -7.0 | -21.0 | 16.0 | 14.0 | 19.0 | 8.0 | 2.036364 | 6.045455 | 1.018182 | 7.818182 | 0.390909 | 387.0 | 375.0 | 12.0 | 48.375 | 46.875 | 1.500 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 25968 | 4702 | 1729 | 1729 | 2015/2016 | 38 | 2016-05-17 | 1987600 | 10260 | 8678 | 3 | 1 | 1.67 | 4.20 | 5.25 | 1.67 | 4.00 | 5.00 | 1.70 | 3.70 | 4.50 | 1.65 | 3.80 | 5.25 | 1.67 | 4.13 | 5.61 | 1.67 | 4.00 | 4.75 | 1.67 | 4.1 | 5.20 | England Premier League | England | 2016 | Manchester United | 38.0 | Balanced | Normal | 44.0 | Mixed | Organised | 49.0 | Normal | 44.0 | Normal | 40.0 | Normal | Organised | 54.0 | Medium | 53.0 | Press | 56.0 | Normal | Cover | Bournemouth | 47.0 | Balanced | Normal | 47.0 | Mixed | Organised | 49.0 | Normal | 45.0 | Normal | 47.0 | Normal | Organised | 48.0 | Medium | 50.0 | Press | 62.0 | Normal | Cover | 78.363636 | 82.818182 | 78.090909 | 1323.545455 | 66.177273 | 72.000000 | 73.818182 | 66.545455 | 1196.818182 | 59.840909 | 2 | home | 1 | 1 | 0 | -9.0 | -3.0 | 0.0 | -1.0 | -7.0 | 6.0 | 3.0 | -6.0 | 6.363636 | 9.000000 | 11.545455 | 126.727273 | 6.336364 | 378.0 | 395.0 | -17.0 | 47.250 | 49.375 | -2.125 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
2888 rows × 123 columns
len(df) - len(df.dropna(how = 'any', subset = lots_of_nan_features))
438
Мы потеряем довольно много строк, если удалим все строки, в которых есть хотя бы какие-то пропуски. Поэтому пока что сохраним список этих столбцов, произведем корреляционный анализ и отберем те, что будут для нас полезны. Остальные столбцы исключим, а в ценных для прогнозирования столбцах удалим пропуски.
df.duplicated().sum()
0
Дублирующих строк нет.
df.info(verbose=True, show_counts=True)
<class 'pandas.core.frame.DataFrame'> Index: 3326 entries, 22653 to 25978 Data columns (total 123 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 3326 non-null int64 1 country_id 3326 non-null int64 2 league_id 3326 non-null int64 3 season 3326 non-null object 4 stage 3326 non-null int64 5 date 3326 non-null datetime64[ns] 6 match_api_id 3326 non-null int64 7 home_team_api_id 3326 non-null int64 8 away_team_api_id 3326 non-null int64 9 home_team_goal 3326 non-null int64 10 away_team_goal 3326 non-null int64 11 B365H 2905 non-null float64 12 B365D 2905 non-null float64 13 B365A 2905 non-null float64 14 BWH 2905 non-null float64 15 BWD 2905 non-null float64 16 BWA 2905 non-null float64 17 IWH 2902 non-null float64 18 IWD 2902 non-null float64 19 IWA 2902 non-null float64 20 LBH 2904 non-null float64 21 LBD 2904 non-null float64 22 LBA 2904 non-null float64 23 PSH 2898 non-null float64 24 PSD 2898 non-null float64 25 PSA 2898 non-null float64 26 WHH 2906 non-null float64 27 WHD 2906 non-null float64 28 WHA 2906 non-null float64 29 VCH 2903 non-null float64 30 VCD 2903 non-null float64 31 VCA 2903 non-null float64 32 league_name 3326 non-null object 33 country_name 3326 non-null object 34 match_year 3326 non-null int32 35 home_team_long_name 3259 non-null object 36 home_buildUpPlaySpeed 3259 non-null float64 37 home_buildUpPlaySpeedClass 3259 non-null object 38 home_buildUpPlayDribblingClass 3259 non-null object 39 home_buildUpPlayPassing 3259 non-null float64 40 home_buildUpPlayPassingClass 3259 non-null object 41 home_buildUpPlayPositioningClass 3259 non-null object 42 home_chanceCreationPassing 3259 non-null float64 43 home_chanceCreationPassingClass 3259 non-null object 44 home_chanceCreationCrossing 3259 non-null float64 45 home_chanceCreationCrossingClass 3259 non-null object 46 home_chanceCreationShooting 3259 non-null float64 47 home_chanceCreationShootingClass 3259 non-null object 48 home_chanceCreationPositioningClass 3259 non-null object 49 home_defencePressure 3259 non-null float64 50 home_defencePressureClass 3259 non-null object 51 home_defenceAggression 3259 non-null float64 52 home_defenceAggressionClass 3259 non-null object 53 home_defenceTeamWidth 3259 non-null float64 54 home_defenceTeamWidthClass 3259 non-null object 55 home_defenceDefenderLineClass 3259 non-null object 56 away_team_long_name 3259 non-null object 57 away_buildUpPlaySpeed 3259 non-null float64 58 away_buildUpPlaySpeedClass 3259 non-null object 59 away_buildUpPlayDribblingClass 3259 non-null object 60 away_buildUpPlayPassing 3259 non-null float64 61 away_buildUpPlayPassingClass 3259 non-null object 62 away_buildUpPlayPositioningClass 3259 non-null object 63 away_chanceCreationPassing 3259 non-null float64 64 away_chanceCreationPassingClass 3259 non-null object 65 away_chanceCreationCrossing 3259 non-null float64 66 away_chanceCreationCrossingClass 3259 non-null object 67 away_chanceCreationShooting 3259 non-null float64 68 away_chanceCreationShootingClass 3259 non-null object 69 away_chanceCreationPositioningClass 3259 non-null object 70 away_defencePressure 3259 non-null float64 71 away_defencePressureClass 3259 non-null object 72 away_defenceAggression 3259 non-null float64 73 away_defenceAggressionClass 3259 non-null object 74 away_defenceTeamWidth 3259 non-null float64 75 away_defenceTeamWidthClass 3259 non-null object 76 away_defenceDefenderLineClass 3259 non-null object 77 home_players_overall_rating 3326 non-null float64 78 home_players_potential 3326 non-null float64 79 home_players_reactions 3326 non-null float64 80 home_players_attr_sum 3326 non-null float64 81 home_players_attr_mean 3326 non-null float64 82 away_players_overall_rating 3326 non-null float64 83 away_players_potential 3326 non-null float64 84 away_players_reactions 3326 non-null float64 85 away_players_attr_sum 3326 non-null float64 86 away_players_attr_mean 3326 non-null float64 87 goal_difference 3326 non-null int64 88 match_result 3326 non-null object 89 match_result_num 3326 non-null object 90 home_team_win 3326 non-null object 91 away_team_win 3326 non-null object 92 diff_buildUpPlaySpeed 3194 non-null float64 93 diff_buildUpPlayPassing 3194 non-null float64 94 diff_chanceCreationPassing 3194 non-null float64 95 diff_chanceCreationCrossing 3194 non-null float64 96 diff_chanceCreationShooting 3194 non-null float64 97 diff_defencePressure 3194 non-null float64 98 diff_defenceAggression 3194 non-null float64 99 diff_defenceTeamWidth 3194 non-null float64 100 diff_players_overall_rating 3326 non-null float64 101 diff_players_potential 3326 non-null float64 102 diff_players_reactions 3326 non-null float64 103 diff_players_attr_sum 3326 non-null float64 104 diff_players_attr_mean 3326 non-null float64 105 home_team_attr_sum 3326 non-null float64 106 away_team_attr_sum 3326 non-null float64 107 diff_team_attr_sum 3326 non-null float64 108 home_team_attr_mean 3259 non-null float64 109 away_team_attr_mean 3259 non-null float64 110 diff_team_attr_mean 3194 non-null float64 111 diff_buildUpPlaySpeedClass 3194 non-null float64 112 diff_buildUpPlayDribblingClass 3194 non-null float64 113 diff_buildUpPlayPassingClass 3194 non-null float64 114 diff_buildUpPlayPositioningClass 3194 non-null float64 115 diff_chanceCreationPassingClass 3194 non-null float64 116 diff_chanceCreationCrossingClass 3194 non-null float64 117 diff_chanceCreationShootingClass 3194 non-null float64 118 diff_chanceCreationPositioningClass 3194 non-null float64 119 diff_defencePressureClass 3194 non-null float64 120 diff_defenceAggressionClass 3194 non-null float64 121 diff_defenceTeamWidthClass 3194 non-null float64 122 diff_defenceDefenderLineClass 3194 non-null float64 dtypes: datetime64[ns](1), float64(78), int32(1), int64(10), object(33) memory usage: 3.1+ MB
Обратим внимание на следующие несоотвествия форматы данных:
Сделаем замену.
df['match_result_num'] = df['match_result_num'].astype('int')
df['home_team_win'] = df['home_team_win'].astype('int')
df['away_team_win'] = df['away_team_win'].astype('int')
Проверим, случилась ли замена формата
df.loc[:, ['match_result_num', 'home_team_win', 'away_team_win']].info()
<class 'pandas.core.frame.DataFrame'> Index: 3326 entries, 22653 to 25978 Data columns (total 3 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 match_result_num 3326 non-null int64 1 home_team_win 3326 non-null int64 2 away_team_win 3326 non-null int64 dtypes: int64(3) memory usage: 103.9 KB
Определим категориальные переменные и айдишники.
obj_cols = df.select_dtypes('object').columns
obj_cols
Index(['season', 'league_name', 'country_name', 'home_team_long_name',
'home_buildUpPlaySpeedClass', 'home_buildUpPlayDribblingClass',
'home_buildUpPlayPassingClass', 'home_buildUpPlayPositioningClass',
'home_chanceCreationPassingClass', 'home_chanceCreationCrossingClass',
'home_chanceCreationShootingClass',
'home_chanceCreationPositioningClass', 'home_defencePressureClass',
'home_defenceAggressionClass', 'home_defenceTeamWidthClass',
'home_defenceDefenderLineClass', 'away_team_long_name',
'away_buildUpPlaySpeedClass', 'away_buildUpPlayDribblingClass',
'away_buildUpPlayPassingClass', 'away_buildUpPlayPositioningClass',
'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass',
'away_chanceCreationPositioningClass', 'away_defencePressureClass',
'away_defenceAggressionClass', 'away_defenceTeamWidthClass',
'away_defenceDefenderLineClass', 'match_result'],
dtype='object')
cat_features = list(obj_cols)
cat_features.append('match_year')
cat_features
['season', 'league_name', 'country_name', 'home_team_long_name', 'home_buildUpPlaySpeedClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlayPassingClass', 'home_buildUpPlayPositioningClass', 'home_chanceCreationPassingClass', 'home_chanceCreationCrossingClass', 'home_chanceCreationShootingClass', 'home_chanceCreationPositioningClass', 'home_defencePressureClass', 'home_defenceAggressionClass', 'home_defenceTeamWidthClass', 'home_defenceDefenderLineClass', 'away_team_long_name', 'away_buildUpPlaySpeedClass', 'away_buildUpPlayDribblingClass', 'away_buildUpPlayPassingClass', 'away_buildUpPlayPositioningClass', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'away_chanceCreationPositioningClass', 'away_defencePressureClass', 'away_defenceAggressionClass', 'away_defenceTeamWidthClass', 'away_defenceDefenderLineClass', 'match_result', 'match_year']
Также запишем в отдельную переменную ставки букмекерских контор
bookkeeper_features = \
list(df.filter(regex = 'H$').columns) + \
list(df.filter(regex = 'D$').columns) + \
list(df.filter(regex = 'A$').columns)
bookkeeper_features
['B365H', 'BWH', 'IWH', 'LBH', 'PSH', 'WHH', 'VCH', 'B365D', 'BWD', 'IWD', 'LBD', 'PSD', 'WHD', 'VCD', 'B365A', 'BWA', 'IWA', 'LBA', 'PSA', 'WHA', 'VCA']
Данные букмекерских контор не хотелось бы использовать в наших предсказаниях, т.к. у нас нет ставок на будущие матчи, но их можно использовать для бэктеста вероятностей.
id_features = [
'id',
'country_id',
'league_id',
'match_api_id',
'home_team_api_id',
'away_team_api_id'
]
id-фичи не назвать бесполезными, но для корреляционного анализа они не подходят, так как, несмотря на категориальную сущность, алгоритмами они считываются как числовые переменные, из-за чего возникает путанница при корреляционном анализе и построении моделей. Сохраним этот список, чтобы дропнуть соответствующие столбцы на этапе построения корреляционной матрицы.
Категориальные фичи нужно обработать, например, закодировать при их передаче алгоритмам логистической регрессии.
df.isna().sum().sum()
14597
df.head(3)
| id | country_id | league_id | season | stage | date | match_api_id | home_team_api_id | away_team_api_id | home_team_goal | away_team_goal | B365H | B365D | B365A | BWH | BWD | BWA | IWH | IWD | IWA | LBH | LBD | LBA | PSH | PSD | PSA | WHH | WHD | WHA | VCH | VCD | VCA | league_name | country_name | match_year | home_team_long_name | home_buildUpPlaySpeed | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassing | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassing | home_chanceCreationPassingClass | home_chanceCreationCrossing | home_chanceCreationCrossingClass | home_chanceCreationShooting | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressure | home_defencePressureClass | home_defenceAggression | home_defenceAggressionClass | home_defenceTeamWidth | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeed | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassing | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassing | away_chanceCreationPassingClass | away_chanceCreationCrossing | away_chanceCreationCrossingClass | away_chanceCreationShooting | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressure | away_defencePressureClass | away_defenceAggression | away_defenceAggressionClass | away_defenceTeamWidth | away_defenceTeamWidthClass | away_defenceDefenderLineClass | home_players_overall_rating | home_players_potential | home_players_reactions | home_players_attr_sum | home_players_attr_mean | away_players_overall_rating | away_players_potential | away_players_reactions | away_players_attr_sum | away_players_attr_mean | goal_difference | match_result | match_result_num | home_team_win | away_team_win | diff_buildUpPlaySpeed | diff_buildUpPlayPassing | diff_chanceCreationPassing | diff_chanceCreationCrossing | diff_chanceCreationShooting | diff_defencePressure | diff_defenceAggression | diff_defenceTeamWidth | diff_players_overall_rating | diff_players_potential | diff_players_reactions | diff_players_attr_sum | diff_players_attr_mean | home_team_attr_sum | away_team_attr_sum | diff_team_attr_sum | home_team_attr_mean | away_team_attr_mean | diff_team_attr_mean | diff_buildUpPlaySpeedClass | diff_buildUpPlayDribblingClass | diff_buildUpPlayPassingClass | diff_buildUpPlayPositioningClass | diff_chanceCreationPassingClass | diff_chanceCreationCrossingClass | diff_chanceCreationShootingClass | diff_chanceCreationPositioningClass | diff_defencePressureClass | diff_defenceAggressionClass | diff_defenceTeamWidthClass | diff_defenceDefenderLineClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22653 | 17403 | 15722 | 15722 | 2015/2016 | 1 | 2015-07-17 | 1994616 | 8030 | 2186 | 0 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poland Ekstraklasa | Poland | 2015 | Lechia Gdańsk | 62.0 | Balanced | Normal | 52.0 | Mixed | Free Form | 66.0 | Normal | 59.0 | Normal | 58.0 | Normal | Organised | 51.0 | Medium | 58.0 | Press | 40.0 | Normal | Cover | Cracovia | 37.0 | Balanced | Normal | 38.0 | Mixed | Organised | 66.0 | Normal | 66.0 | Normal | 33.0 | Little | Organised | 59.0 | Medium | 34.0 | Press | 64.0 | Normal | Cover | 65.000000 | 70.545455 | 59.090909 | 1103.727273 | 55.186364 | 62.000000 | 64.363636 | 55.454545 | 1058.636364 | 52.931818 | -1 | away | -1 | 0 | 1 | 25.0 | 14.0 | 0.0 | -7.0 | 25.0 | -8.0 | 24.0 | -24.0 | 3.000000 | 6.181818 | 3.636364 | 45.090909 | 2.254545 | 446.0 | 397.0 | 49.0 | 55.75 | 49.625 | 6.125 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 3.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 22654 | 17409 | 15722 | 15722 | 2015/2016 | 1 | 2015-07-17 | 1994622 | 10265 | 8020 | 1 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poland Ekstraklasa | Poland | 2015 | Wisła Kraków | 33.0 | Slow | Normal | 37.0 | Mixed | Free Form | 33.0 | Safe | 37.0 | Normal | 31.0 | Little | Free Form | 62.0 | Medium | 58.0 | Press | 37.0 | Normal | Cover | Polonia Bytom | 46.0 | Balanced | Little | 38.0 | Mixed | Organised | 36.0 | Normal | 33.0 | Little | 53.0 | Normal | Organised | 53.0 | Medium | 54.0 | Press | 55.0 | Normal | Cover | 65.454545 | 67.181818 | 62.818182 | 1100.272727 | 55.013636 | 63.272727 | 64.181818 | 58.181818 | 1067.272727 | 53.363636 | 0 | draw | 0 | 0 | 0 | -13.0 | -1.0 | -3.0 | 4.0 | -22.0 | 9.0 | 4.0 | -18.0 | 2.181818 | 3.000000 | 4.636364 | 33.000000 | 1.650000 | 328.0 | 368.0 | -40.0 | 41.00 | 46.000 | -5.000 | -7.0 | 3.0 | 0.0 | 1.0 | -3.0 | 3.0 | -3.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 22655 | 17402 | 15722 | 15722 | 2015/2016 | 1 | 2015-07-18 | 1994615 | 2182 | 8023 | 1 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Poland Ekstraklasa | Poland | 2015 | Lech Poznań | 57.0 | Balanced | Normal | 40.0 | Mixed | Free Form | 59.0 | Normal | 70.0 | Lots | 67.0 | Lots | Free Form | 50.0 | Medium | 58.0 | Press | 45.0 | Normal | Cover | Pogoń Szczecin | 50.0 | Balanced | Little | 36.0 | Mixed | Organised | 52.0 | Normal | 40.0 | Normal | 52.0 | Normal | Organised | 57.0 | Medium | 54.0 | Press | 47.0 | Normal | Cover | 67.090909 | 70.727273 | 64.636364 | 1153.181818 | 57.659091 | 63.800000 | 66.600000 | 58.500000 | 1054.900000 | 52.745000 | -1 | away | -1 | 0 | 1 | 7.0 | 4.0 | 7.0 | 30.0 | 15.0 | -7.0 | 4.0 | -2.0 | 3.290909 | 4.127273 | 6.136364 | 98.281818 | 4.914091 | 446.0 | 388.0 | 58.0 | 55.75 | 48.500 | 7.250 | 0.0 | 3.0 | 0.0 | 1.0 | 0.0 | 4.0 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Нам потребуется сократить количество фичей, с которыми мы будем работать, поэтому сперва рассмотрим корреляцию с целевым признаком и отберем наиболее коррелирующие с нашим целевым признаком фичи.
Пока что наш целевой признак - результат матча, мультиклассовая категориальная переменная, принимающая три значения. Мы не можем использовать его при построении корреляционной матрицы, так как он не числового формата, но у нас есть столбец match_result_num, а так же home_team_win и away_team_win.
Столбец match_result_num из-за мультиклассовости может плохо интерпретироваться, зато булевы home_team_win и away_team_win интерпретируются однозначно: положительная корреляция фактора с целевым указывает на то, что его высокие значения чаще соответствуют победе домашней или приезжей команды, и наоборот в случае с отрицательной корреляцией. Используем в качестве числового/булева варианта целевого признака home_team_win.
Отберем сначала числовые факторы по модулю корреляции с числовым вариантом целевого фактора.
target = 'match_result'
target_num = 'home_team_win'
corr_quartile_threshold = 0.2
corr_1 = df.drop(id_features+cat_features+bookkeeper_features, axis=1).corr()
corr_with_target = pd.DataFrame(corr_1.loc[:,target_num])
corr_with_target.columns = ['corr_with_match_result_num']
corr_with_target['abs_corr'] = abs(corr_with_target['corr_with_match_result_num'])
# corr_with_target.sort_values(by = 'abs_corr', ascending = False)
# corr_with_target
фактор match_result_num имеет 100%-корреляцию сам с собой, а away_team_win и home_team_win являются своего рода вариациями того же фактора с результатами матча. Кроме того, показатели забитых голов домашней команды, забитых голов гостей, их разницы (goal_difference) и исхода матча образуют линейную комбинацию, что недопустимо (а кроме того, их использование в прогнозировании не имеет смысла, так как мы не знаем количество забитых голов какой-либо из команд перед матчем). Их стоит удалить.
corr_with_target.drop(['match_result_num',
'away_team_win',
'home_team_win',
'home_team_goal',
'away_team_goal',
'goal_difference'], inplace = True)
top_factors_by_corr_num = math.ceil(len(corr_with_target) * corr_quartile_threshold)
corr_with_target.sort_values(by = 'abs_corr', ascending = False).head(top_factors_by_corr_num)
| corr_with_match_result_num | abs_corr | |
|---|---|---|
| diff_players_overall_rating | 0.336249 | 0.336249 |
| diff_players_potential | 0.318307 | 0.318307 |
| diff_players_attr_sum | 0.308239 | 0.308239 |
| diff_players_attr_mean | 0.307078 | 0.307078 |
| diff_players_reactions | 0.304138 | 0.304138 |
| home_players_potential | 0.182241 | 0.182241 |
| home_players_attr_sum | 0.178036 | 0.178036 |
| home_players_attr_mean | 0.177316 | 0.177316 |
| diff_defencePressure | 0.176659 | 0.176659 |
| diff_defenceAggression | 0.173627 | 0.173627 |
| home_players_overall_rating | 0.172158 | 0.172158 |
| home_players_reactions | 0.161089 | 0.161089 |
Видим числовые факторы, имеющие наибольшую про модулю корреляцию с числовым вариантом разрешения матча. Не очень хорошо, что в таком подходе не учитывается влияние факторов на ничью, но это можно будет решить при анализе связи между категориальными переменными.
top_factors_by_corr_list = list(corr_with_target.sort_values(by = 'abs_corr', ascending = False).head(top_factors_by_corr_num).index)
Выбрав наиболее скоррелированные с целевым признаком факторы, проверим, как они скоррелированы между собой: высокая корреляция регрессоров друг с другом может указывать на мультиколлинеарность, в том числе на полную линейную зависимость. Все это нехорошо для регрессии.
Для этого построим корреляционную матрицу.
corr_2 = df.loc[:, top_factors_by_corr_list].corr()
corr_2
# plotting correlation heatmap
corr_2_heatmap = sb.heatmap(corr_2, cmap="YlGnBu", annot=True)
# displaying heatmap
plt.show()
# Абзац ниже надо переписать, т.к. в новом цикле исключил данные букмекерских контор
Видим, что есть признаки, которые очень сильно скоррелированы друг с другом. Стоит оставить только по одному из каждой группы скоррелированных признаков. Отберем из них тот, кто имеет более высокую корреляцию с целевым признаком.
quantity_factors = ['diff_players_overall_rating',
'diff_players_attr_sum',
'diff_players_reactions',
'home_players_attr_sum',
'diff_defencePressure',
'diff_defenceAggression',
'home_players_overall_rating',
# 'diff_chanceCreationCrossing'
]
Рассчитаем критерий V Крамера для категориальных переменных и категориального целевого признака. Нам подходит этот критерий, так как все наши категориальные признаки не упорядочены.
df_1 = df.copy(deep = True)
Для расчета V Крамера нам потребуется рассчитать Хи-квадрат, а для его расчета нам нужно будет закодировать все категориальные переменные числами.
Но сначала надо заменить отсутствующие данные в категориальных переменных.
df_2 = df[cat_features].fillna('no_data')
df_2 = df[cat_features].apply(lambda x : pd.factorize(x)[0])+1
df_2
| season | league_name | country_name | home_team_long_name | home_buildUpPlaySpeedClass | home_buildUpPlayDribblingClass | home_buildUpPlayPassingClass | home_buildUpPlayPositioningClass | home_chanceCreationPassingClass | home_chanceCreationCrossingClass | home_chanceCreationShootingClass | home_chanceCreationPositioningClass | home_defencePressureClass | home_defenceAggressionClass | home_defenceTeamWidthClass | home_defenceDefenderLineClass | away_team_long_name | away_buildUpPlaySpeedClass | away_buildUpPlayDribblingClass | away_buildUpPlayPassingClass | away_buildUpPlayPositioningClass | away_chanceCreationPassingClass | away_chanceCreationCrossingClass | away_chanceCreationShootingClass | away_chanceCreationPositioningClass | away_defencePressureClass | away_defenceAggressionClass | away_defenceTeamWidthClass | away_defenceDefenderLineClass | match_result | match_year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22653 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 22654 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 |
| 22655 | 1 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 1 | 1 | 1 | 1 | 3 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 22656 | 1 | 2 | 2 | 4 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 |
| 22657 | 1 | 1 | 1 | 5 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 5 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 2 | 1 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 25974 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 28 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 3 | 2 |
| 25975 | 1 | 2 | 2 | 4 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 2 | 2 |
| 25976 | 1 | 2 | 2 | 9 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 6 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 |
| 25977 | 1 | 2 | 2 | 8 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 9 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 2 |
| 25978 | 1 | 2 | 2 | 6 | 1 | 1 | 1 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 8 | 1 | 2 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 | 3 | 2 |
3326 rows × 31 columns
len(df_2['match_result'].unique())
3
Для каждого фактора рассчитаем тест V Крамера по силе связи с целевым фактором (источники формулы и алгоритма расчета: https://en.wikipedia.org/wiki/Cram%C3%A9r%27s_V , https://www.ibm.com/docs/ru/cognos-analytics/11.1.0?topic=terms-cramrs-v).
v_cramer_dict = {}
for i in df_2.columns:
# для каждой пары "фактор - целевой признак" рассчитаем хи-квадрат
X2 = chi2_contingency(df_2[['match_result', i]], correction=False)[0]
# рассчитаем по формуле V Крамера для каждой пары
v_cramer_i = np.sqrt( (X2/len(df)) / min(len(df_2['match_result'].unique()) -1, len(df_2[i].unique()) - 1))
# сохраним результат
v_cramer_dict[i] = v_cramer_i
v_cramer_df = pd.DataFrame(index = v_cramer_dict.keys(), data = {'v_cramer_with_target': v_cramer_dict.values()})
/var/folders/4m/k5zd839x4bx6gyq5lg_3gfmc0000gn/T/ipykernel_28846/3226525238.py:8: RuntimeWarning: divide by zero encountered in scalar divide v_cramer_i = np.sqrt( (X2/len(df)) / min(len(df_2['match_result'].unique()) -1, len(df_2[i].unique()) - 1))
v_cramer_df.drop('match_result').sort_values(by = 'v_cramer_with_target', ascending = False)
| v_cramer_with_target | |
|---|---|
| season | inf |
| away_team_long_name | 1.562342 |
| home_team_long_name | 1.491806 |
| league_name | 0.617249 |
| country_name | 0.617249 |
| match_year | 0.503101 |
| away_chanceCreationPassingClass | 0.385535 |
| home_chanceCreationPassingClass | 0.373100 |
| away_chanceCreationCrossingClass | 0.366285 |
| home_buildUpPlayDribblingClass | 0.363381 |
| away_chanceCreationShootingClass | 0.362388 |
| home_buildUpPlaySpeedClass | 0.357908 |
| home_chanceCreationShootingClass | 0.354364 |
| away_buildUpPlayDribblingClass | 0.353542 |
| away_buildUpPlayPassingClass | 0.345883 |
| home_buildUpPlayPositioningClass | 0.341854 |
| away_buildUpPlaySpeedClass | 0.338517 |
| away_chanceCreationPositioningClass | 0.337166 |
| home_chanceCreationCrossingClass | 0.327790 |
| home_buildUpPlayPassingClass | 0.323064 |
| away_defencePressureClass | 0.315685 |
| home_defencePressureClass | 0.312431 |
| away_buildUpPlayPositioningClass | 0.308024 |
| home_chanceCreationPositioningClass | 0.304389 |
| away_defenceAggressionClass | 0.299542 |
| home_defenceAggressionClass | 0.290011 |
| away_defenceTeamWidthClass | 0.286918 |
| away_defenceDefenderLineClass | 0.285473 |
| home_defenceTeamWidthClass | 0.284861 |
| home_defenceDefenderLineClass | 0.277558 |
Дата имеет крайне сомнительную ценность для прогноза несмотря на значения критерия, так что рассматривать его не будем. match_year и season по той же причине исключим. home_team_name, away_team_name имеют крайне высокий коэффициент (вообще, он больше 1, чего быть не должно; предположительно это вызвано размером таблицы и/или разницей в количестве категорий).
Остальные показатели остаются в пределах 0.4-0.7, что тоже очень много.
Впрочем, какие-то стоит убрать, чтобы перебор не был слишком долгим.
v_cramer_quartile_threshold = corr_quartile_threshold
top_factors_by_v_cramer_num = math.ceil(len(v_cramer_df) * v_cramer_quartile_threshold)
top_factors_by_v_cramer_num
7
top_factors_by_v_cramer_num
7
Запишем именные, а также не имеющие ценность для прогноза показатели в отдельную переменную.
name_features = ['match_result',
'match_year',
'season',
'league_name',
'country_name',
'away_team_long_name',
'home_team_long_name'
]
categorial_factors = list(v_cramer_df.drop(name_features).sort_values(
by = 'v_cramer_with_target', ascending = False).head(top_factors_by_v_cramer_num).index)
categorial_factors
['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']
quantity_factors
['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']
У нас есть набор количественных и категориальных фичей, которые мы будем перебирать с целью найти лучшую комбинацию факторов для прогнозирования с наибольшей точностью, которую будем замерять благодаря метрикам.
В отобранных факторах остались пропуски, и если мы удалим их все - это будет слишком много строк.
df_3 = df.loc[:, [target_num]+quantity_factors+categorial_factors]
df_3.isna().sum()
home_team_win 0 diff_players_overall_rating 0 diff_players_attr_sum 0 diff_players_reactions 0 home_players_attr_sum 0 diff_defencePressure 132 diff_defenceAggression 132 home_players_overall_rating 0 away_chanceCreationPassingClass 67 home_chanceCreationPassingClass 67 away_chanceCreationCrossingClass 67 home_buildUpPlayDribblingClass 67 away_chanceCreationShootingClass 67 home_buildUpPlaySpeedClass 67 home_chanceCreationShootingClass 67 dtype: int64
len(df_3.dropna(how='any')) / len(df_3)
0.9603126879134095
len(df_3)
3326
Заменим пропуски в категориальных факторах на строчку 'нет данных'.
df_3.loc[:, categorial_factors] = df_3.loc[:, categorial_factors].fillna('no_data')
df_3.isna().sum()
home_team_win 0 diff_players_overall_rating 0 diff_players_attr_sum 0 diff_players_reactions 0 home_players_attr_sum 0 diff_defencePressure 132 diff_defenceAggression 132 home_players_overall_rating 0 away_chanceCreationPassingClass 0 home_chanceCreationPassingClass 0 away_chanceCreationCrossingClass 0 home_buildUpPlayDribblingClass 0 away_chanceCreationShootingClass 0 home_buildUpPlaySpeedClass 0 home_chanceCreationShootingClass 0 dtype: int64
len(df_3.dropna(how='any')) / len(df_3)
0.9603126879134095
4% данных - это тоже существенно, но все же не столь критично.
df_3.fillna(0, inplace=True)
df_3
| home_team_win | diff_players_overall_rating | diff_players_attr_sum | diff_players_reactions | home_players_attr_sum | diff_defencePressure | diff_defenceAggression | home_players_overall_rating | away_chanceCreationPassingClass | home_chanceCreationPassingClass | away_chanceCreationCrossingClass | home_buildUpPlayDribblingClass | away_chanceCreationShootingClass | home_buildUpPlaySpeedClass | home_chanceCreationShootingClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 22653 | 0 | 3.000000 | 45.090909 | 3.636364 | 1103.727273 | -8.0 | 24.0 | 65.000000 | Normal | Normal | Normal | Normal | Little | Balanced | Normal |
| 22654 | 0 | 2.181818 | 33.000000 | 4.636364 | 1100.272727 | 9.0 | 4.0 | 65.454545 | Normal | Safe | Little | Normal | Normal | Slow | Little |
| 22655 | 0 | 3.290909 | 98.281818 | 6.136364 | 1153.181818 | -7.0 | 4.0 | 67.090909 | Normal | Normal | Normal | Normal | Normal | Balanced | Lots |
| 22656 | 0 | -2.454545 | -18.454545 | -1.545455 | 1152.727273 | 3.0 | 6.0 | 64.727273 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
| 22657 | 0 | 0.454545 | -49.727273 | -3.818182 | 1017.000000 | 29.0 | 3.0 | 61.909091 | Normal | Normal | Normal | Normal | Normal | Slow | Normal |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 25974 | 1 | -3.818182 | -119.727273 | -4.363636 | 941.090909 | 0.0 | 0.0 | 59.363636 | Normal | no_data | Normal | no_data | Normal | no_data | no_data |
| 25975 | 0 | -1.909091 | -53.727273 | -1.545455 | 1137.909091 | 3.0 | 6.0 | 65.727273 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
| 25976 | 0 | -8.181818 | -124.636364 | -9.727273 | 1036.454545 | 3.0 | 11.0 | 60.181818 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
| 25977 | 0 | 3.454545 | 37.818182 | 3.090909 | 1132.727273 | 11.0 | 15.0 | 68.000000 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
| 25978 | 1 | 5.909091 | 45.000000 | 1.909091 | 1083.000000 | 5.0 | 10.0 | 65.000000 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
3326 rows × 15 columns
df_3.isna().sum().sum()
0
df_train, df_test = train_test_split(df_3, test_size = 0.3, stratify = df_3['home_team_win'], random_state=42)
# df_train_labeled = df_train.copy(deep = True)
# df_test_labeled = df_test.copy(deep = True)
ordinal_encoder = OrdinalEncoder()
df_train[categorial_factors] = ordinal_encoder.fit_transform(df_train[categorial_factors])
df_test[categorial_factors] = ordinal_encoder.transform(df_test[categorial_factors])
df_train.head()
| home_team_win | diff_players_overall_rating | diff_players_attr_sum | diff_players_reactions | home_players_attr_sum | diff_defencePressure | diff_defenceAggression | home_players_overall_rating | away_chanceCreationPassingClass | home_chanceCreationPassingClass | away_chanceCreationCrossingClass | home_buildUpPlayDribblingClass | away_chanceCreationShootingClass | home_buildUpPlaySpeedClass | home_chanceCreationShootingClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25090 | 1 | 0.545455 | -2.090909 | -0.272727 | 1280.818182 | 0.0 | 4.0 | 76.545455 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 25377 | 0 | 4.818182 | 104.727273 | 7.545455 | 1177.454545 | 5.0 | 3.0 | 68.727273 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 1.0 |
| 24668 | 1 | -4.909091 | -48.363636 | -4.090909 | 1219.909091 | 11.0 | 8.0 | 71.181818 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 2.0 |
| 25287 | 0 | 1.636364 | 4.636364 | 5.818182 | 1042.636364 | 1.0 | -5.0 | 64.727273 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 2.0 |
| 22951 | 1 | 3.363636 | 35.000000 | 2.636364 | 1031.545455 | -16.0 | -2.0 | 63.909091 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 2.0 |
df_train.head(3)
| home_team_win | diff_players_overall_rating | diff_players_attr_sum | diff_players_reactions | home_players_attr_sum | diff_defencePressure | diff_defenceAggression | home_players_overall_rating | away_chanceCreationPassingClass | home_chanceCreationPassingClass | away_chanceCreationCrossingClass | home_buildUpPlayDribblingClass | away_chanceCreationShootingClass | home_buildUpPlaySpeedClass | home_chanceCreationShootingClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25090 | 1 | 0.545455 | -2.090909 | -0.272727 | 1280.818182 | 0.0 | 4.0 | 76.545455 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 25377 | 0 | 4.818182 | 104.727273 | 7.545455 | 1177.454545 | 5.0 | 3.0 | 68.727273 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 1.0 |
| 24668 | 1 | -4.909091 | -48.363636 | -4.090909 | 1219.909091 | 11.0 | 8.0 | 71.181818 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 2.0 |
quantity_factors
['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']
len(quantity_factors)
7
stand_scaler = StandardScaler() # инициализируем экземпляр класса
stand_scaler.fit(df_train[quantity_factors]) # определяем параметры
df_train[quantity_factors] = stand_scaler.transform(df_train[quantity_factors])
df_test[quantity_factors] = stand_scaler.transform(df_test[quantity_factors])
df_train.head(3)
| home_team_win | diff_players_overall_rating | diff_players_attr_sum | diff_players_reactions | home_players_attr_sum | diff_defencePressure | diff_defenceAggression | home_players_overall_rating | away_chanceCreationPassingClass | home_chanceCreationPassingClass | away_chanceCreationCrossingClass | home_buildUpPlayDribblingClass | away_chanceCreationShootingClass | home_buildUpPlaySpeedClass | home_chanceCreationShootingClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25090 | 1 | 0.111677 | -0.048957 | -0.057345 | 0.909621 | 0.006205 | 0.407025 | 0.843268 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
| 25377 | 0 | 1.042495 | 1.126727 | 1.377933 | -0.175391 | 0.414271 | 0.311660 | -0.558452 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 1.0 |
| 24668 | 1 | -1.076601 | -0.558253 | -0.758295 | 0.270256 | 0.903951 | 0.788489 | -0.118377 | 0.0 | 0.0 | 2.0 | 2.0 | 2.0 | 0.0 | 2.0 |
df_train.loc[:, quantity_factors].describe()
| diff_players_overall_rating | diff_players_attr_sum | diff_players_reactions | home_players_attr_sum | diff_defencePressure | diff_defenceAggression | home_players_overall_rating | |
|---|---|---|---|---|---|---|---|
| count | 2.328000e+03 | 2.328000e+03 | 2.328000e+03 | 2.328000e+03 | 2.328000e+03 | 2.328000e+03 | 2.328000e+03 |
| mean | 1.526080e-17 | -3.052160e-17 | -9.156479e-18 | 1.143034e-15 | 1.526080e-18 | 6.104319e-18 | -1.938121e-16 |
| std | 1.000215e+00 | 1.000215e+00 | 1.000215e+00 | 1.000215e+00 | 1.000215e+00 | 1.000215e+00 | 1.000215e+00 |
| min | -3.096674e+00 | -3.253821e+00 | -2.811076e+00 | -2.758238e+00 | -2.850259e+00 | -3.026146e+00 | -2.383947e+00 |
| 25% | -6.408990e-01 | -6.355481e-01 | -6.748486e-01 | -6.730469e-01 | -6.467009e-01 | -6.419990e-01 | -6.888440e-01 |
| 50% | 1.265407e-02 | 1.157822e-02 | 2.610120e-02 | 1.880389e-02 | 6.205132e-03 | 2.556198e-02 | 9.351097e-02 |
| 75% | 6.464025e-01 | 6.534515e-01 | 6.769831e-01 | 7.054062e-01 | 6.591112e-01 | 6.931230e-01 | 6.802772e-01 |
| max | 3.280419e+00 | 3.218943e+00 | 3.096929e+00 | 2.941277e+00 | 3.270736e+00 | 2.981904e+00 | 2.636165e+00 |
potential_predictors = list(df_3.drop(target_num, axis = 1).columns)
potential_predictors
['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']
Теперь можно перебрать комбинации для 2, 3, 4 регрессоров (больше не имеет смысла, так как нам нужно отобрать именно 2-3 самых важных фактора. 4 - уже прозапас). Впрочем, количество предикторов можно и менять по желанию.
numbers_of_predictors = [2,3,4,5]
predictors_number_combs_dict = {}
for i in numbers_of_predictors:
combs_with_i_predictors = it.combinations(potential_predictors, i)
### так как it.combinations выплевывает чисто генератор или как там это называется, его приходится отельно сохранять в список или что-то вроде.
### получается список списков-комбинаций.
list_of_combs_with_i_predictors = [list(i) for i in combs_with_i_predictors]
### А у нас будет словарь списков списков
predictors_number_combs_dict[i] = list_of_combs_with_i_predictors
predictors_number_combs_dict
{2: [['diff_players_overall_rating', 'diff_players_attr_sum'],
['diff_players_overall_rating', 'diff_players_reactions'],
['diff_players_overall_rating', 'home_players_attr_sum'],
['diff_players_overall_rating', 'diff_defencePressure'],
['diff_players_overall_rating', 'diff_defenceAggression'],
['diff_players_overall_rating', 'home_players_overall_rating'],
['diff_players_overall_rating', 'away_chanceCreationPassingClass'],
['diff_players_overall_rating', 'home_chanceCreationPassingClass'],
['diff_players_overall_rating', 'away_chanceCreationCrossingClass'],
['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'],
['diff_players_overall_rating', 'away_chanceCreationShootingClass'],
['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'],
['diff_players_overall_rating', 'home_chanceCreationShootingClass'],
['diff_players_attr_sum', 'diff_players_reactions'],
['diff_players_attr_sum', 'home_players_attr_sum'],
['diff_players_attr_sum', 'diff_defencePressure'],
['diff_players_attr_sum', 'diff_defenceAggression'],
['diff_players_attr_sum', 'home_players_overall_rating'],
['diff_players_attr_sum', 'away_chanceCreationPassingClass'],
['diff_players_attr_sum', 'home_chanceCreationPassingClass'],
['diff_players_attr_sum', 'away_chanceCreationCrossingClass'],
['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum', 'away_chanceCreationShootingClass'],
['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum', 'home_chanceCreationShootingClass'],
['diff_players_reactions', 'home_players_attr_sum'],
['diff_players_reactions', 'diff_defencePressure'],
['diff_players_reactions', 'diff_defenceAggression'],
['diff_players_reactions', 'home_players_overall_rating'],
['diff_players_reactions', 'away_chanceCreationPassingClass'],
['diff_players_reactions', 'home_chanceCreationPassingClass'],
['diff_players_reactions', 'away_chanceCreationCrossingClass'],
['diff_players_reactions', 'home_buildUpPlayDribblingClass'],
['diff_players_reactions', 'away_chanceCreationShootingClass'],
['diff_players_reactions', 'home_buildUpPlaySpeedClass'],
['diff_players_reactions', 'home_chanceCreationShootingClass'],
['home_players_attr_sum', 'diff_defencePressure'],
['home_players_attr_sum', 'diff_defenceAggression'],
['home_players_attr_sum', 'home_players_overall_rating'],
['home_players_attr_sum', 'away_chanceCreationPassingClass'],
['home_players_attr_sum', 'home_chanceCreationPassingClass'],
['home_players_attr_sum', 'away_chanceCreationCrossingClass'],
['home_players_attr_sum', 'home_buildUpPlayDribblingClass'],
['home_players_attr_sum', 'away_chanceCreationShootingClass'],
['home_players_attr_sum', 'home_buildUpPlaySpeedClass'],
['home_players_attr_sum', 'home_chanceCreationShootingClass'],
['diff_defencePressure', 'diff_defenceAggression'],
['diff_defencePressure', 'home_players_overall_rating'],
['diff_defencePressure', 'away_chanceCreationPassingClass'],
['diff_defencePressure', 'home_chanceCreationPassingClass'],
['diff_defencePressure', 'away_chanceCreationCrossingClass'],
['diff_defencePressure', 'home_buildUpPlayDribblingClass'],
['diff_defencePressure', 'away_chanceCreationShootingClass'],
['diff_defencePressure', 'home_buildUpPlaySpeedClass'],
['diff_defencePressure', 'home_chanceCreationShootingClass'],
['diff_defenceAggression', 'home_players_overall_rating'],
['diff_defenceAggression', 'away_chanceCreationPassingClass'],
['diff_defenceAggression', 'home_chanceCreationPassingClass'],
['diff_defenceAggression', 'away_chanceCreationCrossingClass'],
['diff_defenceAggression', 'home_buildUpPlayDribblingClass'],
['diff_defenceAggression', 'away_chanceCreationShootingClass'],
['diff_defenceAggression', 'home_buildUpPlaySpeedClass'],
['diff_defenceAggression', 'home_chanceCreationShootingClass'],
['home_players_overall_rating', 'away_chanceCreationPassingClass'],
['home_players_overall_rating', 'home_chanceCreationPassingClass'],
['home_players_overall_rating', 'away_chanceCreationCrossingClass'],
['home_players_overall_rating', 'home_buildUpPlayDribblingClass'],
['home_players_overall_rating', 'away_chanceCreationShootingClass'],
['home_players_overall_rating', 'home_buildUpPlaySpeedClass'],
['home_players_overall_rating', 'home_chanceCreationShootingClass'],
['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'],
['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'],
['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'],
['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'],
['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'],
['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'],
['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'],
['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'],
['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'],
['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'],
['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'],
['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'],
['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'],
['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'],
['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'],
['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'],
['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'],
['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'],
['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'],
['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'],
['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']],
3: [['diff_players_overall_rating',
'diff_players_attr_sum',
'diff_players_reactions'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'home_players_attr_sum'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'diff_defencePressure'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'diff_defenceAggression'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'home_players_overall_rating'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'away_chanceCreationPassingClass'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'home_chanceCreationPassingClass'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'away_chanceCreationCrossingClass'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'home_buildUpPlayDribblingClass'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'away_chanceCreationShootingClass'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'home_buildUpPlaySpeedClass'],
['diff_players_overall_rating',
'diff_players_attr_sum',
'home_chanceCreationShootingClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'home_players_attr_sum'],
['diff_players_overall_rating',
'diff_players_reactions',
'diff_defencePressure'],
['diff_players_overall_rating',
'diff_players_reactions',
'diff_defenceAggression'],
['diff_players_overall_rating',
'diff_players_reactions',
'home_players_overall_rating'],
['diff_players_overall_rating',
'diff_players_reactions',
'away_chanceCreationPassingClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'home_chanceCreationPassingClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'away_chanceCreationCrossingClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'home_buildUpPlayDribblingClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'away_chanceCreationShootingClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'home_buildUpPlaySpeedClass'],
['diff_players_overall_rating',
'diff_players_reactions',
'home_chanceCreationShootingClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'diff_defencePressure'],
['diff_players_overall_rating',
'home_players_attr_sum',
'diff_defenceAggression'],
['diff_players_overall_rating',
'home_players_attr_sum',
'home_players_overall_rating'],
['diff_players_overall_rating',
'home_players_attr_sum',
'away_chanceCreationPassingClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'home_chanceCreationPassingClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'away_chanceCreationCrossingClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'home_buildUpPlayDribblingClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'away_chanceCreationShootingClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'home_buildUpPlaySpeedClass'],
['diff_players_overall_rating',
'home_players_attr_sum',
'home_chanceCreationShootingClass'],
['diff_players_overall_rating',
'diff_defencePressure',
'diff_defenceAggression'],
['diff_players_overall_rating',
'diff_defencePressure',
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'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'away_chanceCreationCrossingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'away_chanceCreationCrossingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'home_buildUpPlayDribblingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'away_chanceCreationShootingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'diff_defenceAggression',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationPassingClass',
'home_chanceCreationPassingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationPassingClass',
'away_chanceCreationCrossingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationPassingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationPassingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationPassingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_chanceCreationPassingClass',
'away_chanceCreationCrossingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_chanceCreationPassingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_chanceCreationPassingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_chanceCreationPassingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationCrossingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationCrossingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_buildUpPlayDribblingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'away_chanceCreationShootingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_players_overall_rating',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_chanceCreationPassingClass',
'away_chanceCreationCrossingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_chanceCreationPassingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_chanceCreationPassingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_chanceCreationPassingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'away_chanceCreationShootingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationPassingClass',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'away_chanceCreationCrossingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'home_buildUpPlayDribblingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'away_chanceCreationShootingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_chanceCreationPassingClass',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationCrossingClass',
'home_buildUpPlayDribblingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationCrossingClass',
'away_chanceCreationShootingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationCrossingClass',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_buildUpPlayDribblingClass',
'away_chanceCreationShootingClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
['diff_players_attr_sum',
'home_players_attr_sum',
'away_chanceCreationShootingClass',
'home_buildUpPlaySpeedClass',
'home_chanceCreationShootingClass'],
...]}
for i in predictors_number_combs_dict:
print(len(predictors_number_combs_dict[i]))
91 364 1001 2002
target_num, df_3['home_team_win'].unique()
('home_team_win', array([0, 1]))
%%time
log_reg_results_dict = {}
col_comb_number = []
col_comb = []
col_model = []
col_acc = []
col_recall = []
col_prec = []
col_f1 = []
for i in predictors_number_combs_dict:
print(f'комбинации из {i} предикторов')
print()
for j in predictors_number_combs_dict[i]:
print()
print(f'комбинация {j} (количество предикторов {i})')
print()
log_reg_j = LogisticRegression()
log_reg_j.fit(df_train.loc[:,j], df_train[target_num])
print(f'модель регрессии обучена')
target_predicted_j = log_reg_j.predict(df_test.loc[:,j])
print(f'модель регрессии дала предсказание')
accuracy_j = accuracy_score(df_test[target_num], target_predicted_j)
print(f'accuracy комбинации {j} в регрессии: {accuracy_j}')
recall_j = recall_score(df_test[target_num], target_predicted_j, average = 'weighted')
print(f'recall комбинации {j} в регрессии: {recall_j}')
precision_j = precision_score(df_test[target_num], target_predicted_j, average = 'weighted')
print(f'precision комбинации {j} в регрессии: {precision_j}')
f1_j = f1_score(df_test[target_num], target_predicted_j, average = 'weighted')
print(f'f1 комбинации {j}: {f1_j}')
col_comb_number.append(i)
col_comb.append(str(j))
col_model.append('Log_reg')
col_acc.append(accuracy_j)
col_recall.append(recall_j)
col_prec.append(precision_j)
col_f1.append(f1_j)
tree_j = DecisionTreeClassifier(random_state=42)
tree_j.fit(df_train.loc[:,j], df_train[target_num])
print()
print(f'дерево обучено')
target_predicted_j = tree_j.predict(df_test.loc[:,j])
print(f'дерево дало предсказание')
accuracy_j = accuracy_score(df_test[target_num], target_predicted_j)
print(f'accuracy комбинации {j} в дереве: {accuracy_j}')
recall_j = recall_score(df_test[target_num], target_predicted_j, average = 'weighted')
print(f'recall комбинации {j} в дереве: {recall_j}')
precision_j = precision_score(df_test[target_num], target_predicted_j, average = 'weighted')
print(f'precision комбинации {j} в дереве: {precision_j}')
f1_j = f1_score(df_test[target_num], target_predicted_j, average = 'weighted')
print(f'f1 комбинации {j}: {f1_j} в дереве')
col_comb_number.append(i)
col_comb.append(str(j))
col_model.append('decision_tree')
col_acc.append(accuracy_j)
col_recall.append(recall_j)
col_prec.append(precision_j)
col_f1.append(f1_j)
комбинации из 2 предикторов комбинация ['diff_players_overall_rating', 'diff_players_attr_sum'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum'] в дереве: 0.5379962356456105 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum']: 0.535453082561235 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions'] в дереве: 0.5446396600764362 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions']: 0.5448562572924097 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в регрессии: 0.6344265601713579 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum']: 0.63182491795607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum'] в дереве: 0.552118346210696 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum']: 0.5502387158374925 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure'] в дереве: 0.5352687558382785 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure']: 0.535644389866869 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в регрессии: 0.6491173272240902 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression']: 0.6473351749626783 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression'] в дереве: 0.5399591479776136 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression']: 0.5408274040630869 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в регрессии: 0.6344308328504306 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating']: 0.6320471335582732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating'] в дереве: 0.5437408688663619 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating']: 0.5413937207700137 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5804953690462328 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5771761038145471 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6302601245228883 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6284089745190196 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.6062124248496994 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.6062124248496994 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.6000246983528029 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5953975519251816 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.6122244488977956 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.6122244488977956 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.6066958015551696 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5984346269672269 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.6032064128256514 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.6032064128256514 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.597338875281427 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5955031722772537 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6396984524662793 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6376763895684344 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5733476995231273 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5713408395293207 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629161048829431 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6268386259310156 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5894967449771903 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5868646272308395 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6375927979762028 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6347730697476702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5760625011353872 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5727480510151409 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5490981963927856 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions']: 0.5490981963927856 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5573480745126018 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum']: 0.5566632017189613 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432091322532926 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure']: 0.6378737300761995 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5359035574541213 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure']: 0.5341795025574263 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6460957894625229 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression']: 0.6424901775177746 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.558811781638879 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression']: 0.5596966212454603 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6260231590801423 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating']: 0.621196735592175 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5606908166230351 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating']: 0.5597954549406023 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5422861487096219 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5435244069373208 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6446353755928311 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6377411682989406 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5440385998477791 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5451402113937954 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5448927883815808 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5457760906301865 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5429895409548193 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5442565379397506 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6390877117429395 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6329952040376899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.548179471931913 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5493897667667605 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.644465293697493 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6382649241620039 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5515307208743587 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5526817207982244 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6389022200460001 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5409540150535184 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5422399739483336 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5418212328417695 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum']: 0.5408299115713945 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'diff_defencePressure']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5542357561503617 f1 комбинации ['diff_players_reactions', 'diff_defencePressure']: 0.554637660456711 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6492969692215543 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression']: 0.6454422987583582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5746282574399493 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression']: 0.5752610072098948 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5466580178116215 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating']: 0.5472850774166992 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5821777179975025 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5766474740613801 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.582967419068192 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5742578745372047 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.635867707107192 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.62977767424099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5981963927855711 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5981963927855711 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5909783450499138 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5817493274542224 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5589021477733546 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.5569213807849982 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.593186372745491 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.593186372745491 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5852469812145538 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass']: 0.575962667831714 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391 recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5961923847695391 precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5889097594662173 f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.583520319077354 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6391588816862989 f1 комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6327296084228549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 recall комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 precision комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.584186605120134 f1 комбинации ['diff_players_reactions', 'home_chanceCreationShootingClass']: 0.5766066275855299 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6205901622984005 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure']: 0.6092145449033008 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5477726851319106 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure']: 0.548356872756113 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6225634544250549 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression']: 0.6123086374694644 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5440881763527055 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5440881763527055 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.545118910521075 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression']: 0.5445597445176399 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.5933677836957337 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating']: 0.5732414975744818 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5252291986223888 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating']: 0.5256151110303002 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.5955419092902786 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.576783451318987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5308479882182261 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.532288968180263 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6019215128668352 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.58141060469826 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5265393156647363 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5279240150183099 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082264746523559 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.586506764110817 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5355416088319844 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5369096081035486 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5980125049627557 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5789101676440173 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5248906746683702 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5264122083742329 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6134419256339978 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5987803786176631 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5357869465907198 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.536936258756136 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5906007179453246 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5725300186689265 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5396104595733239 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.54082787893361 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.5886246772799415 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5674980253717933 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5239830183108005 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5255062894755941 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6016249782341339 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression']: 0.588673061902279 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.533066132264529 recall комбинации ['diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.533066132264529 precision комбинации ['diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5229174529430213 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression']: 0.5236985863721639 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6113440339403192 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating']: 0.6015733129367516 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.535720244077387 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating']: 0.5369178072456972 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.5657218937415694 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass']: 0.547703291438948 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5586935570443908 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5463487115324123 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.5682785296377806 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5487855754542975 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5530244513029189 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5375226409916204 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.566988334434866 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.546349894063075 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5427199670231188 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.528411014770467 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5780882557907758 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.550458564093252 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5313743428886759 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5163685714983822 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.5864806237648188 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5735801435541048 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5745548448941812 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5579781194650836 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628 recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628 precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5765091062593283 f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5508232578384858 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5645071714019477 f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5479363812058465 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.5708795588418707 f1 комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5503977603748282 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5683563927341133 f1 комбинации ['diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5454661629782956 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6077983182627252 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating']: 0.5996385693639289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5497030540911406 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating']: 0.550841150442011 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5891783567134269 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5891783567134269 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5805564702569944 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5676676552017578 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5580260875260369 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.556367230040697 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.5891783567134269 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.5891783567134269 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.580656497485277 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5649644727222933 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5548195589338699 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5419420308109403 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5880636193820702 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5708695906401663 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5533252872111927 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5526114801065328 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5830360870365948 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5680031247054008 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5362828667553279 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5303592482215657 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.5887271701445261 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5777323749140104 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5379258777024729 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5252224603250145 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269 recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269 precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5809960574277223 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5610747287188991 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5529556928759023 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5427188519818871 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5733285371833585 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5595325977388403 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5293498706393461 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5225654974431945 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.5988609484041413 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5815477197213565 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5257216659664412 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5220835944559797 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6037118346708985 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5808270370437064 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5623442252805156 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5604749408736536 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6028197186327401 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5836160384429337 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5495645777622408 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5433779137749387 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.602527819006308 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.579516532515844 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5544777117090366 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5509502106079848 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6014941803147428 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5894511146062931 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5332970526722386 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5329119639415709 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5980125049627557 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5789101676440173 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5506511952406664 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.544214542719439 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.5912795900954035 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5691391544039268 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5473683108735823 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.543629457306033 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5349984222022778 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.4204877691396785 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4215080879462273 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540048269022645 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4263364433535284 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5227261779795418 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.4658093533212407 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5212133518137597 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.46123098314538413 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.535505798816367 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.498086789525644 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.3148581732603483 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.40337414237975305 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5352144618455018 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.42528924329256335 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.3148581732603483 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.40337414237975305 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5966418679385597 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4300209113879934 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2)
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) /Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) /Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result)) /Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5162794788756158 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4210734749439277 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5175849551504415 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.4133610830613645 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5162485300372399 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.4649922594202258 в дереве комбинация ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5311886845586598 f1 комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.4601622197273581 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5398933064263726 f1 комбинации ['home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.4941021471251784 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.3148581732603483 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.40337414237975305 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645918369626656 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4268594704936946 в дереве комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.3148581732603483 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.40337414237975305 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5382868645568541 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.4763036277257663 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5340099661511215 f1 комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.45956006464986104 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5409431302796981 f1 комбинации ['away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5035651245183778 в дереве комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве комбинация ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.3148581732603483 f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.40337414237975305
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5194730711823049 f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4564730461548488 в дереве комбинация ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5311886845586598 f1 комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4601622197273581 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5363753463210573 f1 комбинации ['home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.49359574512912735 в дереве комбинация ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460631699069436 f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4704249326077619 в дереве комбинация ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 recall комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 precision комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545725818163073 f1 комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545725818163073 f1 комбинации ['away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 в дереве комбинация ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 2) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5352846860591849 f1 комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.47014779669305673 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5373024530072804 f1 комбинации ['home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4996435824669473 в дереве комбинации из 3 предикторов комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions'] в дереве: 0.5360636315230587 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions']: 0.5349125079563611 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum'] в дереве: 0.562270096886339 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum']: 0.5609938441519556 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5535796498447711 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure']: 0.5527491159504178 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6543279796307592 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression']: 0.6525127323688392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5523483520162007 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression']: 0.5486643887419255 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5761787140171817 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating']: 0.5734623526291988 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5447635777248068 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5397929083584839 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.543174813406187 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5419541747351754 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6335311007623785 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.632392380854652 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5354908091525268 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5317047852238072 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314514379076624 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.630361399533407 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5482397767967705 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5418940225867512 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5401771913656997 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6199257745898963 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6188780709250847 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5348789132100437 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.53242920149706 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6303904356336337 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6292452338808951 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5362454295483143 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5335056643509036 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5387784824082498 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum']: 0.537143286566034 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6439520801884094 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure']: 0.6427390037084976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5482254148889746 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure']: 0.5454926708343921 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6439294150359592 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression']: 0.6425472874608771 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5618053045150997 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression']: 0.5608373228319002 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5399591479776136 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating']: 0.5408274040630869 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5442093117681082 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5449939936883051 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5460352651269149 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5736249625290352 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5738723268708612 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5506634035565487 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.5503681301206629 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5343770796855719 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.5356452968221739 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314119785464649 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.630159750240519 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5575576753298256 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.557327084929063 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5606908166230351 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.5597954549406023 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6396924988953874 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure']: 0.6374657507868485 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5539974902835771 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure']: 0.5540523023873668 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6533228400120078 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6508062418082841 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5755770142452946 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5753544887102324 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.558275017416333 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5569937880622241 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.636535568022475 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6340856535939616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5684416473078995 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5655146296391408 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5486616777776977 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5483653155554988 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6344265601713579 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.63182491795607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5632092568944996 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5596328371049463 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333833868855029 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6311379878685344 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5577163411833401 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5553817118576385 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5645819941770333 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5623488303540674 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408861814084719 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5404568833386767 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5576304864456567 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5561028710944593 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6418117413494764 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression']: 0.6401207704400085 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5693535000923973 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression']: 0.5692436212884856 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6386568934054743 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating']: 0.6367629716675607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5160320641282565 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5160320641282565 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5163932085032557 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating']: 0.5162080357989882 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5324139161210586 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5322342706379452 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6396984524662793 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6376763895684344 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5500419679346987 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5508749444555794 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5495681883785979 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5502278367281382 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6407977198855943 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.639402898706076 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5372766672814564 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5376502456341827 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5497658635700997 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5499281114180208 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6354860559107041 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.633175899537769 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5379613716597281 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5380182278664633 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6543827466845917 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6517227156435456 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5626894815271568 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5617963846908723 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6459814974351935 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6439867374527332 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5332608443951006 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5336385340995551 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6480726549592234 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6462204183986525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5464406457070787 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5471458965760344 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5538063223857348 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5543787811193648 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5682331383546313 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5676272317681548 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5522342574759909 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5516134255373455 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501684036001077 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.648640231424612 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5363736415167677 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.53710478563537 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5618511720575002 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5624079922703673 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6375887249359053 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6352138112070036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5738431699607783 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5721648650098249 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5647386096615485 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.563135240236192 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6323260976783862 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6300086135225851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5535208246500488 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5717908155074908 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5714460712237749 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5387055026776948 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5377852276876324 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526961570065476 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5517917359395224 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5537789404548193 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5534227751537467 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5830301145655994 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5824746006253032 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5812101450403582 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5764519309997364 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5674009816149906 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5663475533271702 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407608265504153 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.639002916295137 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5609064671649803 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5615433227331561 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281166273342973 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6259315734512085 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5713112081484621 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5695832761169888 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365354984386665 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338646691031277 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603198196133311 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5587301170808611 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.6082164328657315 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.6082164328657315 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.6021630935300147 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5956024770017738 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5951903807615231 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5951903807615231 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.589325935046687 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5885847284210305 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5763716083604201 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5756022262989685 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6260669035248666 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6243367441027896 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5792915073500785 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5756796792061037 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375887249359053 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6352138112070036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5860252289375596 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5827714750277657 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6022044088176353 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6022044088176353 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5957044278788425 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5915788642685528 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.583511108999072 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5820919313895347 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5875503942156612 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5772772850966461 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375883483162201 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6349951586975507 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5823418157777598 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5776492494949672 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397092205001398 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6378836529519228 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771197571958323 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5777417757639884 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281166273342973 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6259315734512085 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5837093076285871 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5826151939299912 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333746985728257 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6309168923142832 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5739772009751144 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5710034921914018 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281635140238774 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6263728593109046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591347985226651 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5594352009301223 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5668034137977517 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5662871819565922 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5679783540443818 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5640554021509481 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5411770812940699 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.5399539746248487 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5558100830131008 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.5548350994537485 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6535973002681635 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.6493050015202897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5560430394717754 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.5549162710550124 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6446353755928311 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.6377411682989406 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5834586304745494 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.5837849282823987 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5466580178116215 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5472850774166992 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5448644194916327 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5449751340482865 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.548366894167825 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5463030667643433 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6366371717016924 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6324657239319114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.558682616728702 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.5588915268913223 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5542357561503617 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.554637660456711 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537789404548193 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.5534227751537467 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6276151955174516 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.561122244488978 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6457707112224147 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.6386375082079866 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5319478271757847 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.5320054499211243 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6408370023179822 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.637035788745489 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5694516419653407 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5673173917452724 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5710026055794679 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5715044610105612 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6282952682344348 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6224419223842792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.545544782719513 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5453088157416169 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6360041145686056 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6292346711509645 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5647386096615485 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.563135240236192 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5512406887247835 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5492706178452231 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6260846473154392 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6206589083750913 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.563386031321903 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5620306359472191 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6282132781447199 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.622984267590211 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5613716045995919 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5617205148419476 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486616777776977 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5483653155554988 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5645819941770333 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5623488303540674 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5800183290102355 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5789207867733936 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6388126127498819 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6342691638267077 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5356628239507947 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5341079683108514 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5501002004008018 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5527570124677184 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5511389539268884 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6453603391414513 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6399254369879491 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5593913040378022 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5580309157275591 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5450095200594767 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5432097020073118 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5667355425271869 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5651346212877426 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6443888426156114 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6385214466998271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.552118346210696 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5502387158374925 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5353017373946328 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5351838145996681 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6471064094942196 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.643845238830237 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5811225125069565 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5805945779184419 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5584670027137116 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.55877259510753 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5658735968933829 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5664225978458683 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6450527201749426 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6413551782829503 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5502343973661609 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5496116997584944 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.638667419251772 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6354545968711374 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5524450943504599 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5527558577680871 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.641814948984188 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6388538175717186 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5758383920410184 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5759901806900285 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503819309706947 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6463513109115208 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5629605347346361 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5634764415447169 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6462239606159192 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6417980375655012 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.580478361433117 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5811534114084398 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6282132781447199 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.622984267590211 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5643392047252399 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.562292385997318 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6260846473154392 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6206589083750913 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5748249604639933 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5753915471114498 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6260231590801423 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.621196735592175 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5551612060788891 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5539553753971359 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6206390849659784 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6159290371185664 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5535796498447711 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5527491159504178 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6238482702598641 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6194083678704533 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.562124248496994 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5661953928999648 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.563473180559625 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206177820945818 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6164628564209711 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5831663326653307 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5586921517189132 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5577945251903322 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6446353755928311 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6377411682989406 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5469101873107707 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5477859309371323 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5498308743690034 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5507254741966983 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5402052821637842 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5412812196613739 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5402052821637842 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5412812196613739 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6433454866109649 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6373663391262793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5525838041093785 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5537739998898139 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6389022200460001 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410380374293885 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5423654637458594 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5448658753337647 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5454133977465672 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400420259308326 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5413251540914454 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457943710946206 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5467051204982346 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.54606332292925 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5471528653256813 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438914355997021 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6357580239514437 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5431327470469608 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5442169887262056 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5438271857773372 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.544971410597946 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.548669942286791 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5492926823948957 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5580143337522503 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.559065216464381 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.549959222145491 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5511512252791422 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5466560322900911 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5479116332691387 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5474687582318687 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5486518263910013 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5361898808564436 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5374783725921197 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5519341274772875 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5530250139501944 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5434067955893787 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5446219319837781 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360804365077004 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6289576306737444 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5436981415985195 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5449809003370379 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5824529838265339 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5817242348879632 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.545544782719513 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5453088157416169 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.538191129141956 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5381331065463844 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6339692137407971 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6266139671610295 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5362353765973505 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5355996193065365 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5375361876459713 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5372966362833194 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5553321860403766 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5552189950048547 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5460352651269149 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6402075790121342 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6338912556383125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5518781311411348 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.550173339379489 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.54042426992996 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5402473880574236 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.534471473360346 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5336925680808393 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6559414038242664 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6506604618064631 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5704630967133402 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5702965783804679 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5360636315230587 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5349125079563611 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5605344515735139 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5612034518929645 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5615754060076602 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5607536060452648 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5685880549257627 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5692363406454962 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5529079461785964 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5534414172124115 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6291536205188984 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6254230907113527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5636216671260736 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5621014809445342 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5566764800640926 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5568864883771918 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6357525671066538 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6303060250339142 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5607414891378074 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5613383122640745 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5504653101824086 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5497031236832138 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6482156552964835 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6445330907891016 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5785400305912178 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5788283862390059 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6471379462183326 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6436236815350895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5611514102130895 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5621670188629884 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492969692215543 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6454422987583582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.569297517427341 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5700354461673233 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376354831679273 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6340860384575852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5631692305426418 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5636032562979035 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6407666993076562 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6377222343402124 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.571509395832212 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.57218157244722 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6493438676181031 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6452152639286893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5599221325549599 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.560776358442857 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6456569008462267 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5640945400272129 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5651054189785676 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5586703066719533 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5583793883813193 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5628500259837678 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5637176566678763 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6390877117429395 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6329952040376899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5604501544522135 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5602801816061197 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5544523971382105 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5547614368812348 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.558252830587477 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5586499337859299 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537606967363031 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5548694809313203 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5562989949897779 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5570471329283502 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5767277157976074 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5719839324980642 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5817758451756699 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5789596396219578 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6260231590801423 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.621196735592175 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5628723763677772 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.560067373151923 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.57459424954237 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.570253666575342 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5786495352713814 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.57231509292934 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.57459424954237 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.570253666575342 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6347533569337728 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6288831054834905 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5810404167833312 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.575441219517687 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5558670186487976 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5543133746242188 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5667926150372047 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5588498555678973 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5774472229593456 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.570733156232946 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5826680917366056 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5792336410222622 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292753604749359 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6241444587844794 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681781071054601 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5647267793976644 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.574295177000663 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5688775054565459 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.6002004008016032 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.6002004008016032 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5933038216152028 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.587328358884163 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402075790121342 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6338912556383125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5819588461059164 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5748907043565977 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6216838216754975 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6178778658469524 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581177544307502 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.554931116215968 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5806549086793787 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5777834713339965 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5759773106620144 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5724308193396909 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291880381539048 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6249225691876616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5910127535171465 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5806101381279366 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740327423515676 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5674301262190415 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5802744578711373 f1 комбинации ['diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5762335611441112 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6274531917817937 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6201344338542175 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5545162134812022 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5530678765878048 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6147758554358 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6045231984254936 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5120240480961924 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5120240480961924 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5140862827794702 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5129083685478449 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6216769108687173 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6104279815669987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5313540984956107 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.530643434776959 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6194025635162944 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6083447087411538 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.55778818002269 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5579472096555615 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6255252159928718 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.612341432518312 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5524450943504599 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5527558577680871 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6218945311773826 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6097363849924378 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5353017373946328 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5351838145996681 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6157267009594615 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6064060721426311 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5411185103004215 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5405558741397729 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6128205419337257 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6010289140682629 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484304887749586 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5487446995417921 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6173148709292424 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6055624425859397 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5341503839647852 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5345762938106169 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6224726319670306 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6126371105783678 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5120240480961924 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5120240480961924 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.512873164904692 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5124237520390753 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.620223988297841 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6105600977664556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5464668509768928 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5457004847826201 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6225634544250549 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6123086374694644 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5542192734661052 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5541631939547527 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6179038665819266 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.608810993195464 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5580409802666472 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5569166473648773 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.620223988297841 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6105600977664556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5498460712864415 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5465984532545601 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6164249186380405 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6101107170907988 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5397697043027414 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5394046559881692 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6158702720770168 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6057344271619554 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5506974921024258 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5497908061892524 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.618220090977885 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6074747473355628 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.5955419092902786 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.576783451318987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.528320038164519 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5290718968828385 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.5971891988007091 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5762036648314728 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5259342826918415 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5259926719757854 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6030934105956388 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5827062472759271 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5150405942158939 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5162183109336198 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5943557767105742 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5754879605020409 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5256989142123286 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5258708167053984 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6086449613836016 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5949688823833665 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5280685795860252 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5292096728103574 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5906831018738858 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5720609984819456 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5242276195636543 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5255725266881648 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.587494112086108 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5656699317227051 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.503006012024048 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.503006012024048 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5037459541973985 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.503358063848113 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5907702037548863 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5715869050838877 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5341262533293655 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5353999171288925 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6004831006352327 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5810368839690474 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5323471876611883 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.533630742795372 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5931651636182365 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5741900482407418 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5432068325131939 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5444373066690873 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6124465116135324 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5971416102103707 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5407445715804369 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.541957793952811 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5941665201972012 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5764090033739269 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5458110660000224 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5465928350741351 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5880636193820702 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5708695906401663 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5282874036124213 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5296016347417684 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042609801980654 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5839994800909724 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.544615658378067 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5458933816319472 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5954416690074051 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5772428145415498 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5283127439364703 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5298128591629342 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6144363153646738 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6004060989728497 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5452403321368661 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5461979241143753 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5870660236509008 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5681490495780188 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5343361348132402 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.535640865620622 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5860818039958683 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5653569264874951 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5205693538617028 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5221608484587007 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6019215128668352 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.58141060469826 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5373138516256436 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5385770903729432 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6128427439142586 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5959342538452804 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5389911690726198 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5403450022171434 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5967236331019397 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5780765341808429 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5425752844660426 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.543875129994756 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5938353597307869 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5712827407004246 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5267141686413911 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5279455904522796 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6112064256410503 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5962875471613619 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5484520166444673 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5496085077091754 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5918794758387014 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5733600806048079 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5301462016000391 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5316148991426568 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808394114432073 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.562572535013844 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5244408414819589 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.525911251640387 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112064256410503 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5962875471613619 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460061857979667 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5471386087100965 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6015279444736465 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5827787927968754 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.528756827288777 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5302426945735642 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5820666544158359 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.56388385500595 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5283127439364703 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5298128591629342 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6282565130260521 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6282565130260521 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6240287364075504 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6177634553615069 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5080160320641283 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5080160320641283 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5115528968630592 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5093599061129993 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.5979428610907743 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5868852981559475 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5385675793464489 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5391558986907624 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.5991213647953184 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5877407186338578 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5533765321691245 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5540785141745562 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.5991213647953184 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5877407186338578 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5329077956007208 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5343136912617337 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6014941803147428 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5894511146062931 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5163889172446771 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5180283410421753 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.596647234535664 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5909145479899891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5420259351548682 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5430292027198712 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5992260688181112 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5869677316948592 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403443662314344 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.541486381096636 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.5911826456881376 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5782083177398397 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5371330328216755 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5383218845772415 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6215763331821236 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6107675689766701 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5383939748362055 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.538716803976054 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6114083852606241 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6012276610862612 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5230460921843687 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5230460921843687 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5190350197344384 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5204425655404387 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6130065294909068 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.600296838878512 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5475555344467121 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5482199252849602 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6068672481157836 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5970629369200604 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5419757119690306 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5428369121415855 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6177756881375327 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6094546344217606 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5515808423104838 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5522357481713162 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6080908641028882 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5975735958286118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5316666096342811 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5326338825536123 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6128205419337257 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6010289140682629 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5538063223857348 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5543787811193648 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5657805934449543 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5492613428847324 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5682776633769528 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5498468777354459 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5746525345679504 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5554645916009168 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5445713851528504 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5318948957154328 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5733223880916914 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5561711574774613 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.547939015285473 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.54084230071662 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5769659794850618 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5633916018334607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5442217739031321 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5370351883917766 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5657388177232842 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5482281354131109 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5600865574737603 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5485913171498492 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5670912081743665 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5515874416742174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5554988152000357 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5391289462529565 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5670148069097394 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5446691352460263 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720669659875764 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5558478935347948 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5669940263194568 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5457954002631871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5426732062221518 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5348535269781819 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5978360559390594 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.588007442255406 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721070966847691 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5582415167691283 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5695579124505857 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5506560528192925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5496749379358469 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5303150350775722 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5683029198759453 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5471515733567492 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5657090162492721 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5421435140286015 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5630279698152285 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5417102578794384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5446846696002972 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5277437836434672 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5902010522783454 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5752394175002618 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5633804226860292 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5486414511351864 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.566988334434866 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.546349894063075 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5618450737204828 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5529967458427828 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5594069783060173 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5431388279497847 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5428529581666267 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5289582454544283 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5888891842039518 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5752624624053143 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5600155083778203 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5481221535966269 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5779929563877434 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.551042837479789 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350808005676357 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5187120313170586 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5722569947290574 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5501108833960784 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591370684930691 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5398845718882018 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5864806237648188 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5735801435541048 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5733086696634315 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5571576501703716 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5658624844303797 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5507705008939827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5793693868406962 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5676898219228782 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5746825409178778 f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5549457325059818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5547249371908035 f1 комбинации ['diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5310303633852573 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6123262051701726 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.603457197813126 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5397737149273621 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5409446089218214 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6077983182627252 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5996385693639289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5605736629857007 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5616577013167877 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6111790275658725 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6025851734585218 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531671704613239 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5543393578968357 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6145713164967586 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6055333381387117 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5330315281711924 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5335069291460347 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6153426968792843 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6089300030526831 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5278597640291114 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5287703555920957 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6078780114453084 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5989670912087742 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5421943645644967 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5429851371482977 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6147758554358 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6045231984254936 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.551155796516414 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5519528247444536 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5721070966847691 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5582415167691283 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5481216725066345 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5437090934292088 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.591182364729459 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.591182364729459 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5830360870365948 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5680031247054008 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5614632705032613 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5599088674297157 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5817557446468384 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5685042031924796 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5509370585482174 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5472988733217755 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875447779411515 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5780515216847597 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.555580076865762 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5536764183905271 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5793645583635522 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5672628123474992 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518446077172225 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5477782804214327 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.568508478397281 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5557613608867044 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5346616183898447 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5281807558967897 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5971943887775552 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5971943887775552 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5906831018738858 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5720609984819456 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5638185335049952 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5578816135721135 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5782477395829394 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5618964370437756 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5395107565885705 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5303762957945161 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5955144052536823 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.586651126504558 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5573641980275471 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5496530083691481 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5721237940371463 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5587047729503357 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422124191083177 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5302851823713298 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5720741777089574 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5568209439632532 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5295732774476563 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5190993119992259 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5880636193820702 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5708695906401663 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5477435407875323 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5459804590305474 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875850119351981 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5760814209401038 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5610699405899563 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5479874765358461 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5880014563210223 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5713308462922109 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5570291762999491 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5516399422343082 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5745548448941812 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5579781194650836 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.535992420066246 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5328684267432112 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5910315463252768 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5802213526594686 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5409972220736606 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5381628875728985 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5809960574277223 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5610747287188991 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5336829465264711 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5327684386582925 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696284392757176 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5551763719640986 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317418219484835 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5279311702431875 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5887271701445261 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5777323749140104 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521179833447545 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5462866769141814 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841395611292037 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5758675194017159 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.537094279771178 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5282608737035004 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5682886270725156 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5508861111182571 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5288480400629778 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5245696813903823 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.5988609484041413 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5815477197213565 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5343002670898759 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.534490199440363 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.595089723388599 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5790310038878771 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390300145266538 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5377442768814417 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5918794758387014 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5733600806048079 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5277133328691553 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5267425901828394 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6097651330732333 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5962108874135097 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5386635672445682 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5370532091331045 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961778478655825 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5807376079372036 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5142844989073524 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5125274825018199 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5794436716443111 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5636694245280299 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405002552692886 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5384088374676048 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6057327216670031 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5843753556783986 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5626373330877439 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5594013490857405 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.602694719829652 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5790303240943622 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.551087249125116 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.549234749190159 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6050939507817928 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5920156758541695 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5424170705321242 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5435152024192174 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5991885786412379 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.580202093202602 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.546409887584819 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5444424243272084 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5924975615526695 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5704609668240184 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5692866263121023 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5678243125927969 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6067372810699382 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5861273599882053 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5447409500973626 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5421823854870169 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.595851550259806 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.582823519133687 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430436609947334 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5411774567132105 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.60440939177344 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5835408306285487 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5446599219600806 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5403945091077317 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6030477833191866 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5780424373888235 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533005331107167 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5497350885493896 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5944636204026991 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5839389633081117 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5617426529351187 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5615863637987341 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5973191686531605 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5757227974910664 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5445778260837368 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5418207092373039 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5965347581706949 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5729261038628212 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5570817704730996 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5540708571332117 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6027583596360726 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5899180700744995 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5227415465164045 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5229781430182232 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062420637850688 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5829656746098101 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5301666128977851 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5299962642396148 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5820184816139959 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5643687972559499 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496064592954023 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5457038688637328 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190343868886521 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.4242404976015595 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781295772410077 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.4491024397660959 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5162794788756158 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.4210734749439277 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5575160546040958 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.423133943709817 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.529047989032478 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.482180065467261 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5212133518137597 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.46123098314538413 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406513740069212 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5010823964966201 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5352144618455018 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.42528924329256335 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5352846860591849 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.47014779669305673 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387407835743421 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.4986720012273767 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5540048269022645 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4263364433535284 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5275598314144919 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4670925336431944 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545653995463134 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.49979082541888714 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403283254157245 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46323895576066143 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5651302605210421 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5651302605210421 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5475034576194643 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5013781103283054 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5418235363450156 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4957082121065457 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5212133518137597 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46123098314538413 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5318659004854926 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5147086870911102 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.3148581732603483 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.40337414237975305 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5889645658526486 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.44681241449946235 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060958525698224 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.428759672781496 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3)
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.4832554605501515 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.4106884684056076 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.4847393394487583 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.43917478234771423 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5340099661511215 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.45956006464986104 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380561764060408 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.4934002405372393 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5639930879931486 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.44310705157078384 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5175849551504415 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4133610830613645 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5168593125776391 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4502612064442399 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5311886845586598 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4601622197273581 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5536477368162833 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.49620679055618394 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5431529600341711 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.47320805380842634 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545725818163073 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5438943068967825 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4999528260403362 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5347421441163868 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46555527681564934 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5497576716546021 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5180095009320964 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5355066980433897 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4314689033746126 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.3148581732603483 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.40337414237975305 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5431909339972162 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.47093853299862043 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5307408400543523 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4577119813543921 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5456888500615706 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5006655080864449 в дереве комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5517236828022221 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.47285976050381817 в дереве комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5438388514117437 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4990803136017077 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5426744160964374 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5051044843400743 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5377797537680217 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46965708812151835 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5414388098230358 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5075470364474602 в дереве комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5492968042806243 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46871464421442427 в дереве комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4890212577272089 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5586042303185607 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5074067702619693 в дереве комбинация ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5352846860591849 f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.47014779669305673 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5276343222660793 f1 комбинации ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4761574769945944 в дереве комбинация ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 3) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545725818163073
/Users/admin/anaconda3/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1469: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior. _warn_prf(average, modifier, msg_start, len(result))
f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529184072131648 f1 комбинации ['away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.523052851202018 в дереве комбинации из 4 предикторов комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum'] в дереве: 0.5359035574541213 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum']: 0.5341795025574263 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в регрессии: 0.639770089326527 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.638485324818387 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure'] в дереве: 0.5451725455183041 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure']: 0.5439543748455022 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в регрессии: 0.6450024338220677 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.6438483109595864 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression'] в дереве: 0.5766858386816135 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression']: 0.5764047194677959 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating'] в дереве: 0.540854342463372 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating']: 0.5409661043923242 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass'] в дереве: 0.5329474704786614 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass']: 0.5318697445583309 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в регрессии: 0.6303165572851864 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.6288339843597888 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass'] в дереве: 0.5321805750204 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass']: 0.5321218237682461 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в регрессии: 0.6293287057206199 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.6281276609561263 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass'] в дереве: 0.5569898805301202 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass']: 0.5552041956088704 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282277034321407 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.6268001979727191 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457373649116445 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass']: 0.543392005211103 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в регрессии: 0.6418117413494764 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.6401207704400085 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass'] в дереве: 0.5320065916529514 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass']: 0.5294589287878315 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.6314761665626806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass'] в дереве: 0.5463703553481483 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass']: 0.5443044018602216 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass'] в дереве: 0.5407041675818166 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationShootingClass']: 0.5397861574379024 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure']: 0.5537926656897924 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5558717745628882 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5541717985850045 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6313199037847751 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6295342859632308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5633466843626767 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5626677633209618 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.555476082802721 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.553327653834034 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5474800532742503 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5436867523396159 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5537813534831192 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5467572212783565 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312980715872707 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.629318913725879 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5558100830131008 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5548350994537485 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5506065347918866 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5483599801827362 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292899141299824 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6279214745227206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5474900489955098 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5453335178847549 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6313199037847751 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6295342859632308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5542799379463271 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5529937319724922 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6449606335863787 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6434659646361486 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5476451853116286 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5461051880110012 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5484660805796507 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5477018042329169 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5605969794043502 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5566809038282821 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5326380870109838 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.530374315676739 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5373670328385052 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5345284178767323 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5435426339511277 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5433057708770425 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5597128372286226 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5573799962987278 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334952513723099 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6321918395249118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5379962356456105 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.535453082561235 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6367629716675607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5518433068260757 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5485958168966105 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6481043608395809 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6467987877572646 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5424826668532798 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.539545389111825 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6512024381265327 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.649367825251078 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.551988734578662 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5477310954712816 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.651205004137555 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.649560563531257 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5416082495007079 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5385683212143173 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6532864609879471 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6515920964962932 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5504700454547012 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5475359246586915 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6553828035217354 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6532394210046243 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5474800532742503 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5436867523396159 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.653287549028975 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6514004755394774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5352680062054751 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5332802184783132 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5396112905807752 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5365707814793141 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6470276402352436 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6449027370083436 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5529676978181527 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5496129776317117 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5770311990128567 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5707494938296969 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5605969794043502 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5566809038282821 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5583422949343636 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5546555694223423 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671146213996621 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5627168428215104 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.556212071782748 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5534840084900512 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303904356336337 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6292452338808951 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569624935769827 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5536075410230047 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5583422949343636 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5546555694223423 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6314514379076624 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.630361399533407 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5582469191882143 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5537408292203577 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5364005118671077 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.530823863498647 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334952513723099 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6321918395249118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5441047635812165 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5406431231021589 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5432315509064752 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5396615372004089 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6199831513816729 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6190875690557143 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5456345545617409 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5407853775698829 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282662181996659 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6270086720786828 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5539880075190746 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5497278676767066 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5327876838113346 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5311451434113824 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5387784824082498 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.537143286566034 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335713785604807 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6325895435865799 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5436510648580173 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5421061147776179 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6263914795883903 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6257799557279584 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5297653965493835 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5274057296823887 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281378935656063 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6261539668862873 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.539179349181953 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.537953774514522 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5393637792543247 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5365261499888493 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387162630352021 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6373713657410399 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5272493861160557 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5236844972767787 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6200443980253847 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.619293560498637 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398598935882708 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5366116350443084 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292899141299824 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6279214745227206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5466078312202113 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5427023737688136 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5493475113334215 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5465148105494345 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6251621600689302 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6240634823873407 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5703288211842705 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5682883807096835 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5324722437575882 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5316912486305423 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6294190979093093 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6285297595378125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524668901050566 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.549533558545408 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376904264718108 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.636454343497142 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5503634329875019 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5483017316684651 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6261007731608202 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6245533236563863 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5373670328385052 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5345284178767323 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6439795812659187 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.642927447225699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5593476111292934 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5586647222529615 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.651205004137555 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.649560563531257 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5626737582296556 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5623850175116475 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5506634035565487 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5503681301206629 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6397092205001398 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6378836529519228 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5341485146452015 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5322482644709924 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5453540185017827 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5425193463252004 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5493475113334215 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5465148105494345 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.528793818080058 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5271463813082812 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5513442577492409 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5485125426615516 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.562101585969304 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5602334110411038 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.519996384528334 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5194842955874964 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6533594979696009 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6525023328580831 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5824786274266924 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5823162545096854 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6450306455607845 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6440345920339118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5341485146452015 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5322482644709924 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6470768453797676 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.645877665313093 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5494865574473126 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5473320518720747 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6449790866548911 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6436587726267242 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5533410041650602 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5505102747736684 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.641906876965229 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6408986259031177 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5569624935769827 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5536075410230047 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6419828905122072 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6412678297772014 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5522187433358613 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5494883396622217 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6492305244245381 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6484498819293143 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.556750878198995 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5551377160299897 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429280222643677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6418189566060797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5628301089606679 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5604035227750137 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.641906876965229 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6408986259031177 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.545350854812452 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5446540785149604 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6491512569374673 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6479070196665996 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5736069682601019 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5720991640279923 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6470569773740166 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6456892069707315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5560430394717754 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5549162710550124 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6460090778906754 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6445782687821221 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5469346311176382 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5458736410886372 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6439520801884094 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6427390037084976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5582263095471427 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5581707158068449 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418759398628237 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6407091116841139 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.562101585969304 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5602334110411038 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6491348680931421 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6477196413147389 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5682955166802652 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5686806171089769 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641906876965229 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6408986259031177 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5616246068992681 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5601019443278427 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6429011959357656 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.641628338282717 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5498747543830106 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.534608976753389 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5348310647217579 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.548651933405655 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5488663343206704 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5638623844754416 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5644152950581178 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.534630399828132 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5359982462863361 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5495444280209543 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5498086465059216 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315433554617805 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6307545192902114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5528467478865737 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5539475415958718 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5422349569268406 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5416047966430899 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5274706047218801 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5277502728380603 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6314119785464649 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.630159750240519 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5647653380881463 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5653535222204674 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5535208246500488 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5305626220102663 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5312242375911277 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292899141299824 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6279214745227206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5325745464854357 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5332318425693242 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5526937912371299 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5533078923512886 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5421943645644967 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5429851371482977 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5462052013040307 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5461481502505685 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5529079461785964 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5534414172124115 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571201111830355 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5565713556512406 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5511022044088176 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6262780701827613 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6253848635306588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5502343973661609 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5496116997584944 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345896330592634 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.633506600906688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5589394993122203 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5594624318117946 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6293287057206199 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6281276609561263 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558252830587477 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5586499337859299 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.543749126230657 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5439137877398651 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.534471473360346 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5336925680808393 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.552047157882032 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5509155184352822 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.554666855114251 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5543737592509911 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345896330592634 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.633506600906688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.551551139229961 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5518139532029999 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407977198855943 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639402898706076 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.546869458005763 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5469796488762675 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495490802562839 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5493149054707656 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6512130136501284 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.648972619678735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5617993382489852 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.561956758774332 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5475377168119475 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5478033398088433 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6417940629863078 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6392896345454729 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5557826009095425 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5559424350961765 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6407431770179426 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6385895505595943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5566685808931021 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5563765738161551 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417911057224167 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6395024600520911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5503503710434798 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5466673285151198 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5593636931564139 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5597146590746338 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5533992131116511 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5520313353980689 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459883193764749 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6435758785825759 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5498747543830106 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6435758785825759 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5513260963112279 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5512119589238175 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.651226229512997 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.648770126600169 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5740245066256204 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5729196578437983 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6532939496686896 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6512056346175549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5580069608248798 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5575251221868198 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6533057003575706 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6510075610139309 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.582554636166719 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.582839544465301 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6512130136501284 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.648972619678735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5544637693879242 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5537057625838073 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6564555498292878 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6539605967788419 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.556459699925961 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5567670159943825 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6564555498292878 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6539605967788419 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.55778818002269 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5579472096555615 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6532939496686896 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6512056346175549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531197109623821 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5525674852733736 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6501855330305334 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6476492971130609 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5774348961450155 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5777673609804576 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.636535568022475 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6340856535939616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5498747543830106 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5585106211064008 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5570672691910458 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5495490802562839 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5493149054707656 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5535208246500488 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5561116421141391 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5542365939189372 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5645022325441987 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5630663580959078 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5696128478064906 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5681000907946091 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5551199110727087 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5545694204623071 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.636540398725446 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6343031992157416 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5750561024091102 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.572440669897462 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5615778387000344 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5585437185643466 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5739340996015647 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5714180052016555 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5493230514466535 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5492084408832988 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396924988953874 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6374657507868485 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529079461785964 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5534414172124115 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5478741977358238 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5512406887247835 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5492706178452231 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693452942127516 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5686723249229623 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303165572851864 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6288339843597888 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5433513181957604 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5426525579809601 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633466843626767 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5626677633209618 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5655717565398997 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5625387980343526 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5790492985713644 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5764365514872052 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5599582636186936 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5574316463970475 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5664448026575442 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5635169957524241 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5619548116162467 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5594296976548486 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323260976783862 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6300086135225851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544637693879242 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5537057625838073 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333746985728257 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6309168923142832 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5407754152738881 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5391426676175847 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5640086307664396 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5635315684919759 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438897125494458 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6415391693173333 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5689144549788876 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.56787976420769 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5566685808931021 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5563765738161551 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.543497032091904 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5413364499101154 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5626737582296556 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5623850175116475 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6449471054192054 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6432698743858792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5732151313331247 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5736353653485264 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.642842266820359 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.640832854337952 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.569789496057194 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5694434827715497 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6470420904367707 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6454974976011846 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5636216671260736 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5621014809445342 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6459948883273794 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6443843752312682 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5598068973477669 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5588365817058496 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449385342565067 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6430704890692762 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5862405737063743 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5849941806903451 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6395024600520911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5791223123966297 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5785926427295085 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6449545087106527 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6422397337367144 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5368442654351113 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.536957074736362 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6417930896366555 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6397119154697356 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5130260521042084 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5130260521042084 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5144791773327677 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.513679373577871 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5299023198060329 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5304295770924219 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314119785464649 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.630159750240519 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5329474704786614 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5318697445583309 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5328341884068506 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5329480450803998 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.642842266820359 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.640832854337952 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5254163411959677 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5261328994100026 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6470330085149752 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6446978961839392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5313540984956107 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.530643434776959 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5279986111170805 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5274928906610382 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6333746985728257 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6309168923142832 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5428593809775023 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5429706192203053 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5391183101900948 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5385539389508396 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.639770089326527 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.638485324818387 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.525286513071761 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5251662243970747 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5271171095281344 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5265423278172388 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6343031992157416 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5446582262199954 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5443596864251706 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.546423185987208 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5467391204286443 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380013943530135 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5375036345029652 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6377236592116523 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6366493276353469 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5373527083456855 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5366479963789597 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5431187104107483 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5425578093287065 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5524645397851664 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5517044431335106 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5499884606276149 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5500437837571409 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5488869107561806 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5494274074794893 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323567350218992 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6304450897271345 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533819086303201 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5541047374802012 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354860559107041 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.633175899537769 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430774289616754 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5435390381966577 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376904264718108 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.636454343497142 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5370741482965932 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5495490802562839 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5493149054707656 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.550212237385068 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5501556721026608 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418283426756896 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6403201966624829 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390590686454821 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5395261945764086 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449385342565067 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6430704890692762 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350298223733676 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5358793834796806 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435302265829405 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5442041023986043 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6522465973657212 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6502868503710818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5580409802666472 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5569166473648773 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.651226229512997 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.648770126600169 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5424683917713774 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5416978458820265 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6522662754885357 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.64988954497624 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5748483850416882 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5706833321615125 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6613226452905812 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6613226452905812 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6585799603386501 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6557961341740304 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5523599718071788 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.550300396572587 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6603206412825652 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6603206412825652 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6574910737724554 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6550774436843223 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.558682616728702 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5588915268913223 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6512130136501284 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.648972619678735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.573359589821546 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5732506573695229 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6512447827551652 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6485643557922866 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5604501544522135 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5602801816061197 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5354974495579071 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5357714996263736 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470276402352436 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6449027370083436 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5548926896603619 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5544734489884774 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5675722231298269 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5667569736164 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5404691621686195 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5396965264317297 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522447068049141 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6504806430844464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5397379680043617 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5399042386210948 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491296190139861 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6467340113920542 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553321860403766 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5552189950048547 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6480722564135446 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6460210989530032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5562989949897779 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5570471329283502 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522465973657212 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6502868503710818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5602298275876614 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5601744767328908 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.555347870270058 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5557029475400064 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5448658753337647 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5454133977465672 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5763296655544958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5767051637674145 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501596261624722 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.648253634384867 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5840652127032938 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5841161921140612 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5658104964752805 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5659663078931024 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522447068049141 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6504806430844464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.548669942286791 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5492926823948957 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5754269847018376 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5757615052131437 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6522465973657212 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6502868503710818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5641987286765215 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5614753461457102 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6532864609879471 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6515920964962932 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5693781222480542 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5680302162767092 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5795813117820654 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5793605784393813 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449790866548911 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6436587726267242 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551612060788891 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5539553753971359 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5508908301598219 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5504687159456773 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5638623844754416 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5644152950581178 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5804798630449932 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.579063928508872 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5562227915066239 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5561669548807988 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.570028625035877 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5689189052240681 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5668231369250428 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5643998543861499 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5665784883749114 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5643472375214004 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396984524662793 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6376763895684344 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760224474204921 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5749200341536633 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5629199575621832 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5618780942661303 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5740245066256204 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5729196578437983 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5509997002947984 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5492069488080912 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5749604212360856 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5731959360112081 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5662332782448012 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5656255059893036 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671475987515914 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5659565760590963 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5467662138708033 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5451408107722366 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5629199575621832 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5618780942661303 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.578717139721017 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5771309075970463 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5529158947451474 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6354860559107041 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.633175899537769 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531634739667721 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5519551752868092 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344308328504306 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6320471335582732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644553313566643 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5642867403158588 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5345441753552093 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5330709135715993 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428397875169534 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6406256657677092 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637058293191879 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5613765651809063 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589598914563977 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5556048227186513 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6375887249359053 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6352138112070036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.583860782094599 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5807161620968679 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5716909187673191 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.571644848941297 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5664887254343438 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5675351452862201 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6261007731608202 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6245533236563863 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5697806194399381 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5689452997500026 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375887249359053 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6352138112070036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5733476995231273 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5713408395293207 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5697806194399381 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5689452997500026 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651398451550709 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5640170400082958 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5836540155976575 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5797992939710931 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386403031945195 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6361241736296497 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711556418281729 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5666430635901363 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397092205001398 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6378836529519228 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5616856274805838 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5627564568162824 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291780488351004 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6270621645300651 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5675300202527069 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5666270399609388 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354815234445228 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.632956025505917 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533153534483297 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.553429831032199 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629225266614399 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6274987600619298 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5631441135390209 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5638034156450299 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603150448110849 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5598905637295806 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5647243166162983 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5611269707466041 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6062124248496994 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6062124248496994 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.6003217348725002 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5976574638029002 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.594188376753507 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.594188376753507 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5883279145426709 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5876866703567202 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282277034321407 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6268001979727191 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5852707185372517 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5767224868041875 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5971943887775552 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5971943887775552 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5902990521052993 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5865850695691056 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5938114036747493 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5933568027570718 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5773695974420237 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5764921894399666 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5768235110418465 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5751344719547165 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.626138849579095 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6247664115856494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5719004852738988 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5709882130213296 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.641814948984188 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6388538175717186 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751384670025662 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5741864618914966 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5734506761871181 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5690520423207361 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5896374612682515 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5892903707846426 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5733476995231273 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5713408395293207 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333833868855029 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6311379878685344 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5854540694679191 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5835989256532478 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721494573524352 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5715214784749202 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5810959153746925 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.579229561381659 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354860559107041 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.633175899537769 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5713308788018463 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5673228252772402 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5686234152361992 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5687153619427395 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386403031945195 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6361241736296497 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5686234152361992 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5687153619427395 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323176219040495 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.629785166809012 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5666284645969255 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5621561895549237 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626044989387058 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5610858356903091 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6423008468545326 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.6362096112311062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5817974127589749 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5814590134849017 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6566409098805547 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6529222350909178 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5788022208181677 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5763888492195585 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6355549980552813 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6315636957816584 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.567800526017099 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.5668395462100518 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5600499244102239 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.560530245227523 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5676988214097531 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5653731340630849 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5664994363567982 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5650660543975281 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5375041607669139 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.5377768063234518 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5391183101900948 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5385539389508396 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5643392047252399 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.562292385997318 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5557802599051161 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5554253636059722 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6546307469049506 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6504397350628328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5682331383546313 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5676272317681548 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.64419314222939 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6392697933170954 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5484660805796507 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5477018042329169 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6425478769399741 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6354140932984483 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5506974921024258 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5497908061892524 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.558275017416333 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5569937880622241 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.644465293697493 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6382649241620039 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.550212237385068 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5501556721026608 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6415019821331999 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6342480502785308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5479839457996337 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.548039524442028 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6447291310637635 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.637473900680943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5502186817132464 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5506253871274923 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6460637994254763 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6427140655347683 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5664994363567982 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5650660543975281 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6546920217256387 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6502143000893685 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5698216547015756 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5699758570118729 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6568929231765572 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6520323793493441 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5575775279262156 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5567513609978413 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6535412182681661 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6495294192337663 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5658558831172715 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5641679465987937 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503819309706947 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6463513109115208 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771221122863031 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.576590707540575 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6546307469049506 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6504397350628328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5638590614063949 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5621687169960359 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6547591306644297 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6499855109925754 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.562008074119253 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5615294197235906 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6558629911995 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6508936263531525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5804798630449932 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.579063928508872 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6445474509170764 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6380048370356347 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5628500259837678 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5637176566678763 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6391588816862989 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6327296084228549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5848845828398404 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.585429572002432 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5624816082892128 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5627837533338251 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6446353755928311 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6377411682989406 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629097661188059 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5630157675001165 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.568924881661197 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5690293119840598 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5786550591160737 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5792774515861605 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5642676366213418 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5629938721968214 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5426335234118268 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5428512187782794 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5467001622941823 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5457889466887124 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5517776210045225 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5514201867015214 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5335318901092005 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5332905465541705 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5548896120622845 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5549977081881919 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444294468344106 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5442539467671629 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5537789404548193 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5534227751537467 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6366715138655838 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6322202515792384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457547053438045 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5459185622992504 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5332986925300585 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5331802965591494 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569254601454787 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5558764243245703 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6276151955174516 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5479839457996337 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.548039524442028 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5575576753298256 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.557327084929063 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5422349569268406 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5416047966430899 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5439712019546554 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.544476555555469 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5446582262199954 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5443596864251706 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5557802599051161 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5554253636059722 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356187970433984 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6310713795288476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5475555344467121 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5482199252849602 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5573352309049511 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5572225130453734 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533291411758022 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.553215476964336 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5279986111170805 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5274928906610382 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6369205343383562 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6309391547605901 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5624606877989555 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5617110403849949 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6408370023179822 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.637035788745489 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.561120511403689 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5605752260291075 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6398225830795364 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6356574324951957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5499755236309286 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5474413901080418 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5366513231045908 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5363484281645143 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5471702776304211 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5459545749558289 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6457707112224147 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6386375082079866 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5219258054779845 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5201848953381215 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5339094560033625 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5347988798275911 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.642229773738372 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.636467591283349 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.531062124248497 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513260963112279 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5512119589238175 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.546869458005763 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5469796488762675 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6407431770179426 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6385895505595943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5769029169133317 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5764994807238786 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5720265658307487 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5709192815339331 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6408370023179822 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.637035788745489 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5702602558263508 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5689939563314187 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6397886734140645 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6358955872275297 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5643392047252399 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.562292385997318 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5684416473078995 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5655146296391408 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5775669183334382 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5767625862349591 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6430020971432179 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6388462426427431 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5807987348003552 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5783870150251267 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6398225830795364 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6356574324951957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5660327434461339 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.564918152604338 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6387392802783808 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6347538487916694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5753626346861204 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5752541754100415 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6334212055431537 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6295168274248899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.563656765901799 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5642832168303838 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5840141972383058 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5835530561758303 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5731462925851704 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5751385272000594 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5739573765004033 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312724743788795 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6277134655921933 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.589178356713427 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5883808888658417 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.588741983755071 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5739184465651483 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.574451808996871 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6360041145686056 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6292346711509645 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5580409802666472 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5569166473648773 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6305220402658774 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6242241894470517 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5552338593546107 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5532682176869507 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228208252678881 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6177117948530266 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5478741977358238 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282132781447199 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.622984267590211 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693535000923973 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5692436212884856 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6304679909248075 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6244994595919944 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5591182364729459 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636986158995926 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6306720712151397 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468763930449726 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5474204026130283 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6360041145686056 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6292346711509645 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5526030289897648 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5503583873500691 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282952682344348 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6224419223842792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645819941770333 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5623488303540674 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6348788033963167 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6283422805216045 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5709001276625217 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5704923811596783 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511657418546552 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5499549751764824 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6359332242935087 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6295080130330074 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5542154075593048 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5514861740761364 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271879632973077 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6215505114463454 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5616246068992681 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5601019443278427 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282132781447199 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.622984267590211 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.562101585969304 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5602334110411038 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5558717745628882 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5541717985850045 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6359332242935087 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6295080130330074 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5526961570065476 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5517917359395224 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238343446666117 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6196694210983659 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5585106211064008 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5570672691910458 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6271879632973077 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6215505114463454 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5656187273528794 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5641010175612259 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6250555351693557 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.619216568950591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591203112933623 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5585732908401739 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5402971598013064 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5389935356584317 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506580700702645 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5508713728348008 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5442922392713122 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5429935917481633 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6513026052104209 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.648179221516492 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6447556994459982 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5747232739897403 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5731321454939451 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6376354831679273 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6340860384575852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5738328129278709 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5739854061306432 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5715727167085236 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5713483989810837 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5771221122863031 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.576590707540575 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312724743788795 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6277134655921933 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5807140725866554 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.579130288648597 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5726828060477661 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5718010334422223 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6398225830795364 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6356574324951957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5981963927855711 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.598704822248976 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.598435679684601 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6398616659935189 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6354157708128808 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.567615787579685 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5661005541779174 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5464668509768928 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5457004847826201 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5479789756333755 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5454433388502407 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5541149941624176 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5522376548782149 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5527165341196765 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5495751029515393 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6367109445501449 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6319712187986884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5506974921024258 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5497908061892524 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328659 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5572304446695243 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5552670176078146 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432745277141709 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6376218093876362 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5467662138708033 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5451408107722366 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432745277141709 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6376218093876362 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5625854999791552 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5603504231867343 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5494865574473126 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5473320518720747 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551612060788891 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5539553753971359 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5461284023555312 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5442418987153259 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589236259510469 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5578769809717571 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.541310871988356 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5411943687212241 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432091322532926 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6378737300761995 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450095200594767 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5432097020073118 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5538116758457677 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.552834358327698 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5382996200663034 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5369935076135659 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432091322532926 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6378737300761995 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571589381910061 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5559555755074626 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.644465293697493 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6382649241620039 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5286444199891862 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5283371699038579 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5574725912545238 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5553261878213538 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432745277141709 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6376218093876362 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5388719411744185 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5364255331081961 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6433454866109649 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6373663391262793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5545162134812022 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5530678765878048 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5348833921576619 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5344497837744764 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5560430394717754 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5549162710550124 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5482397767967705 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6410031445113226 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6360718180321292 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395383364143568 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5392996811478937 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6465479114928508 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6405753021163053 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.53215186669348 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5302493254302701 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.647587369872678 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417280778365015 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5377683848524447 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5374020675359439 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390877117429395 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6329952040376899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5375361876459713 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5372966362833194 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6471064094942196 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.643845238830237 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5875616135370494 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5867681988535179 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6483048724492497 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6440777088628661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5628964086614419 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5624829150740779 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6460957894625229 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6424901775177746 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5635743450483824 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5627547285689766 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6439483773344606 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6406724316235386 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5664579198088895 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5662900196707287 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104209 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.648179221516492 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6447556994459982 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5711215119553228 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5705849019737748 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5542840477861662 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5550382763883426 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6492555779599728 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6456659527010775 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.591182364729459 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6428799360365107 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6397632358368871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.562270096886339 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5609938441519556 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5529158947451474 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418842991021831 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.638174462608897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629097661188059 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5630157675001165 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.641814948984188 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6388538175717186 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751219121759762 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5745887723516417 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471379462183326 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6436236815350895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5473162244973462 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5476795244707514 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461758226904534 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.642032178454032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.578012527296746 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.577546609870674 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5451725455183041 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5439543748455022 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5607414891378074 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5613383122640745 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6450203144766924 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6415814103691014 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5764552950182603 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5757202765370725 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503355211304443 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6465760040604287 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632502771236988 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5640079056930335 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6517336444142667 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6463233161157311 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5827562567040149 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5829519890608864 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397175331524293 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6365891638010787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5497763015542256 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.549417598249296 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6396913939611065 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6372517228762382 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5700881777761904 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5682291672039929 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6493438676181031 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6452152639286893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5549272943399106 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5538758676773836 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462239606159192 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6417980375655012 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5597828988057097 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5594305405104226 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5738328129278709 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5739854061306432 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533819086303201 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5541047374802012 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5623438366006126 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5630737025483725 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450203144766924 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6415814103691014 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5753439040628264 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5746768865249631 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5724656851655655 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5722998577353374 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6496627529177688 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6440288508114483 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5660794453310622 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5665503788545432 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6238897900115071 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6188751042941916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5791223123966297 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5785926427295085 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282132781447199 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.622984267590211 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5613886676798526 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5600307758373891 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228208252678881 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6177117948530266 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5740245066256204 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5729196578437983 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238482702598641 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6194083678704533 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5636216671260736 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5621014809445342 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5785400305912178 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5788283862390059 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637058293191879 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5613765651809063 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6260846473154392 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6206589083750913 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5703040538988229 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5706867537735862 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228480913923656 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6174369300490231 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.567800526017099 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5668395462100518 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6250180273448366 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6194937207476843 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5653462209793684 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.564669283854962 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206177820945818 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6164628564209711 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5756316737380421 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5758776335679395 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5635641216349818 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5633362195227862 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6206390849659784 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6159290371185664 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5562339776956511 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.555616877095048 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.621710316921635 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6170904671433096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5585106211064008 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5570672691910458 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.588015310532679 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5875573537126012 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444676213741352 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5436991653323233 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152410536838743 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6109310644700117 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5674551335135378 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5653188577579524 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6195663018782943 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6147659409981721 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.567604828902015 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5678564067796263 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249338340037865 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6203026588835316 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450095200594767 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5432097020073118 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6238897900115071 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6188751042941916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5611544024152403 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5599559757281161 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303360012386494 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6253030040410402 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541149941624176 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5522376548782149 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6370571849615364 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.630401326058881 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5777925618537639 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5768432518403047 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5565076498973897 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5571870075166988 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457943710946206 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5467051204982346 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5433110824070468 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5440620513874129 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5503192009785833 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5513408420372209 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6427413612921752 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.634865592196145 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422861487096219 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5435244069373208 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5383870423548299 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5391130078235029 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5468763930449726 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5474204026130283 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400104373615596 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6346695853041548 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.571312809874355 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5723114270117533 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6445474509170764 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6380048370356347 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455346236272531 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5468052909548327 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5339389414300223 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5352766945849591 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5466560322900911 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5479116332691387 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5374441524180806 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5388053020451585 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5554774207673225 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5564496364277053 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5436165901233969 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.544798654708047 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5431624414177404 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.544167489770368 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.538610319910944 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5392546575039135 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457547053438045 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5459185622992504 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6423008468545326 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6362096112311062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5529623840983402 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5538154518579708 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6427413612921752 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.634865592196145 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406801330120049 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5418648564923739 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5499073920523001 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5510116131121323 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355013048330718 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5367419937294282 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.633624590665974 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5334724835104906 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5347278284847737 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504674473832031 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5511623409523002 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6447291310637635 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.637473900680943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455428805148262 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5462120138417823 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360804365077004 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6289576306737444 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5431327470469608 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5442169887262056 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.549783897549852 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5503641755438636 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5559875983272626 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.557051815626319 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444121510240705 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5456975112000368 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504674473832031 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5511623409523002 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6433454866109649 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6373663391262793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5361495229536618 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5369585675282752 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360804365077004 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6289576306737444 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5467845064772716 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5480136517114658 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5467634404492893 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5479061990441229 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5348974323590827 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5363040791597118 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6391588816862989 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6327296084228549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5418673464770051 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5431542015627829 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6445474509170764 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6380048370356347 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5469713695659196 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.548075842458579 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6429637186430125 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6390806575412893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5547502384741295 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6366715138655838 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6322202515792384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5715727167085236 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5713483989810837 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5722328585742914 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.571630683325857 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5769571479811928 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5751950182781348 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5893517586685582 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5880288173750098 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6377623833398963 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6331209829759096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5484732008043459 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5455382907719748 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6430948105184779 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6383669883216466 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5751503006012024 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345009695352692 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6304181792184401 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5887018040492089 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5871278128547993 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5873411237629762 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5866860097289639 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.636583569667922 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6329460511538891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5499755236309286 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5474413901080418 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6440901681037916 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6397511692087327 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5537789404548193 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5534227751537467 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5718272338147232 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.571980631571258 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429637186430125 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6390806575412893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5536363659920456 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5521037978610761 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397598911350553 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.636130250533241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5714481504171435 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.569315925732592 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6375927979762028 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6347730697476702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.554463734755412 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5515311924321246 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5528917599100919 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5524710824670772 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6408370023179822 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.637035788745489 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5490981963927856 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5522342574759909 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5516134255373455 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5497763015542256 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.549417598249296 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6390877117429395 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6329952040376899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5425329906056064 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5410696987780815 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480512762922888 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.546914765815552 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5484660805796507 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5477018042329169 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5473200065820791 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.54720492284278 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5406547746622931 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5403540572948425 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6327653592703752 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6260057528200188 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5486100405940085 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5463615730154032 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6350256297482018 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6277866558954359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5528475390497306 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.550412693747173 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.558682616728702 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5588915268913223 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5553965767537015 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5540311955078989 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5593476111292934 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5586647222529615 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5309493046730933 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5298691879111443 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6327653592703752 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6260057528200188 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.546423185987208 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5467391204286443 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5352544214284282 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5360279025131822 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6359332242935087 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6295080130330074 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5478164543437687 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5468321349495463 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5404012776239562 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5407223830892016 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281795801593959 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6232498698166078 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5365413791678085 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5350706098732199 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5471702776304211 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5459545749558289 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402842999431699 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.633624590665974 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5525190096686029 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5510681802861843 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5655662704033674 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5653392643873607 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.543497032091904 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5413364499101154 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5454097585434495 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5440318949587486 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6338228604448161 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6271748637684698 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5415175831849274 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5417874197176084 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6347533569337728 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6288831054834905 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5368843219079319 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5364521502958766 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6391588816862989 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6327296084228549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5587478110646333 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5571370970815402 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348788033963167 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6283422805216045 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5383842000694409 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5363097422437341 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387055026776948 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5377852276876324 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5603461270858862 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5582950561890743 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6483048724492497 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6440777088628661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5884863927833683 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5883260925742944 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6549110737118794 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6495178105524053 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.561347147745985 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5606662427869616 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6559414038242664 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6506604618064631 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5822321591234417 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5816393122201127 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6451819803673847 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6406559027857963 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5694032503723038 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5697439379112025 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6483048724492497 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6440777088628661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5951903807615231 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5947930766916714 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5949822201456686 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6504915456401745 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6458917742790383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511657418546552 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5499549751764824 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6549960239647306 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6492788687058078 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5848845828398404 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.585429572002432 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5344165045732839 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5342375499928148 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6377623833398963 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6331209829759096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687376 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5482873187413183 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5469936478378948 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.554463734755412 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5515311924321246 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5331861528456018 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5319531741835416 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6366715138655838 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6322202515792384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5431187104107483 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5425578093287065 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5283119213912887 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5269933673892369 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.630213646548707 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6265690610895219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5407041675818166 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5397861574379024 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5622333456281801 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5621782376589369 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5683886782114475 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5691002721683949 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6259804446472005 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6217197207150863 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5533819086303201 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5541047374802012 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323450549811256 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6286152580150588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5604501544522135 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5602801816061197 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5746282574399493 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5752610072098948 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292414349631502 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6244074950037096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751537723194284 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5759236952343776 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5548926896603619 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5544734489884774 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302726446083783 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.625820319948527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.546432035286636 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5462572261220323 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.630213646548707 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6265690610895219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5746841129027623 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.574401904902632 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561347147745985 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5606662427869616 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541149941624176 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5522376548782149 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302726446083783 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.625820319948527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.559577984065988 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5598351799913132 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302285652024232 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6263230897914976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5582263095471427 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5581707158068449 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5613413206340997 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5612295491264108 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5612345303558179 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5619987255349368 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6227525654646907 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6190299627595273 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.551992975455596 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5520480430722537 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6259804446472005 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6217197207150863 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5537926656897924 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6259330465766174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671211117346692 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5665810315959078 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302726446083783 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625820319948527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5680306842410054 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.566918528914203 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.56312625250501 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5596275466724625 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5581024077111509 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5457736626536319 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5454124213448454 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.555347870270058 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5557029475400064 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633370646968218 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6306923219236218 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.545648125084823 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5441056513943096 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6315992298501877 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5498747543830106 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6366078718459623 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6327076518661326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5529158947451474 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5669162891733195 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5658792075605035 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6460957894625229 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6424901775177746 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5640945400272129 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5651054189785676 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5818551293804612 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5820045043681842 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5587295646626381 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.559330707285878 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6439088229313119 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6411125582724522 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5776383849470488 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5778829402650177 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418842991021831 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.638174462608897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5724185726186707 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5731179852484101 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6451819803673847 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6406559027857963 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5742407358317032 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5749890413975618 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6471379462183326 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6436236815350895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5696947276974565 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5703069511599177 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5643587838042242 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.56508255908838 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407533749732836 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6379441713972432 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5734889119439341 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.574401294108576 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5685230869346138 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5695512984550487 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.647377008287074 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6424648128165855 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.569820962058859 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5706807711089881 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376354831679273 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6340860384575852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5622333456281801 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5621782376589369 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.641832955243445 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6386307977123084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5632502771236988 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5640079056930335 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6493438676181031 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6452152639286893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5700133907409167 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.570827242689016 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6456569008462267 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5823552772101688 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5827235737612428 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5600075174720665 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.559527270955205 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482156552964835 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6445330907891016 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5614385696089388 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5621388863544318 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6456569008462267 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5572030368200563 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5579803652187435 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641832955243445 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6386307977123084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585210507354518 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5591952297048317 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6451335055756363 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.64089243956828 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5829279343974769 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5838313025719943 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6372201898700335 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626522053437827 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5635669053067229 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5568936194106318 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5564758155098775 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5602336979153112 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5596203286527501 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63147861263973 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6259330465766174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5535208246500488 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5442093117681082 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5449939936883051 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.552227218931804 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5526315237921016 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633795160427698 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5637263706092615 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.635867707107192 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.62977767424099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.558252830587477 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5586499337859299 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.543749126230657 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5439137877398651 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.547812622731812 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5487152973474665 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632502771236988 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5640079056930335 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6259330465766174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551992975455596 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5520480430722537 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5515512290246694 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.55131795033534 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5473162244973462 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5476795244707514 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6414139480919755 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6345194171334337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5613716045995919 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5617205148419476 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6316416063210265 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6251150563859752 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5700991259449544 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5705638012725568 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5528467478865737 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5539475415958718 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518491260061945 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5527356510459299 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548896120622845 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5549977081881919 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411181066349173 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6355686751632036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5494118967846083 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5504149376035925 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.555817534803676 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5563860839071153 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.550735292949102 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5516545504006286 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5762395670100215 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5733697750017964 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6260231590801423 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.621196735592175 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5499219223527517 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5480395045678238 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302726446083783 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.625820319948527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5620768301464365 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5576581668384398 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5730024712448577 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5669428287162985 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.573020835260926 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5721441907255087 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6249150623283504 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6205648579565757 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5729004863825425 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5718741302010147 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6291880381539048 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6249225691876616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5623442252805156 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5604749408736536 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5719879435136036 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5664479844407313 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5784067444146049 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5754258242788962 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6281506840361816 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6235117816939525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5547465630484054 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5516588733021598 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6249338340037865 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6203026588835316 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5631428820973982 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.562256492509502 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312874130310261 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6274699590681212 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5798855533344537 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5777816899052367 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5755852777855788 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5707801226489415 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6291880381539048 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6249225691876616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5734506761871181 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5690520423207361 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5622963699133608 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5583689454725255 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292753604749359 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6241444587844794 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5710888220117404 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5689922073813062 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.568385236731131 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5653806422936306 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5800149137429848 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.574917181707747 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6318344649396513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5736176172109815 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5697198186621869 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6216838216754975 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6178778658469524 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5452432162555582 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.544363190660238 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5590374680133144 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.557237654853899 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764904270369995 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5758602961401708 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6291880381539048 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6249225691876616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5819970459216164 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5752508799639475 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6276151955174516 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5610693251779381 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5589774300620981 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5951903807615231 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5951903807615231 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5890380613843752 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5878444697711138 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6270298405968977 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6231264147728655 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5573453203802924 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5547491568084931 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292753604749359 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6241444587844794 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.594188376753507 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.594188376753507 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5867013189977744 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5814534223978373 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.579449372342944 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5763011160757998 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323647673688464 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.628370634504969 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5833625564354887 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5781870639111357 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625563488605702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5723889510430406 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5681875784338775 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5778675571240036 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5731858356797697 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6270637024452348 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6226158587243779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5703711439933047 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5667896856564432 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627044451857407 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6228729657405997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5628723763677772 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.560067373151923 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761499236654871 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.573061029399117 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5725641808811492 f1 комбинации ['diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5688525919152221 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6250555351693557 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.619216568950591 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5510969254355846 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5484653803590018 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6342296679925795 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6257444047446842 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5464668509768928 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5457004847826201 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6274531917817937 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6201344338542175 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5517776210045225 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5514201867015214 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6186567641182069 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6118764867640918 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5759306475991178 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5734160564594566 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6264532474297437 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6186575626291405 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5319997244114537 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5314971881978091 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6206563784249275 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6156564819221292 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5486616777776977 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5483653155554988 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6308701283666291 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6227913559881743 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5256989142123286 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5258708167053984 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6223067691881854 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6132819463512799 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.557868596273765 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5561710281877623 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6112294136210822 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6022520465188066 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.503006012024048 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.503006012024048 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5049731492007077 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5038619514977182 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6158702720770168 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6057344271619554 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5080160320641283 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5080160320641283 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5091153085351936 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5085249111168378 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6174161353869212 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6052066217743544 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.501002004008016 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.501002004008016 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5054190901853954 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5025647040828599 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.618220090977885 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6074747473355628 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260739275487003 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5249106264070357 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6233842027641179 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6144770000717189 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5020040080160321 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.502004008016032 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.503360585861928 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5026221473009566 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6103051741066026 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6000116174377741 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5148740946549619 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5144261185604755 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6127352106811025 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6013885001794417 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5137525514488828 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5133710061092397 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6216769108687173 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6104279815669987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.552047157882032 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5509155184352822 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62768690868533 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6147806554317549 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5214413948388448 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5200335736407881 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6230993199334063 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6106048359784405 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5486988271983041 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5477898764389822 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322067211345768 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6230746436693612 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5338276041724375 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5328269470671922 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6139241424295594 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6022531970718118 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5571142284569138 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6181333911453655 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6078149842745572 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5430861723446894 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6255252159928718 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.612341432518312 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5597828988057097 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5594305405104226 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6218945311773826 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6097363849924378 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.55163930576524 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5501042612443845 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6179753446286512 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6084830849545434 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5371181100797681 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5365520037619059 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6091993494330264 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5987935994340556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5388343222001408 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5393923831471839 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6209215409485911 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6081618253217437 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457614727139692 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5463495699683623 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6153207236068381 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6023895255859544 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5618622396955183 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5601694873932781 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.620223988297841 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6105600977664556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5586703066719533 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5583793883813193 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6166500861766346 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6028798265320345 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5711422845691383 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6096693571686075 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5965929636275286 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5486988271983041 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5477898764389822 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6157267009594615 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6064060721426311 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5266486044173495 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5243790941747399 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6150250408051725 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6034754713826906 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355340388775859 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5352935914187449 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6081555504329624 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5972145577729436 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.541310871988356 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5411943687212241 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6145713164967586 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6055333381387117 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440030642945733 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5435100808081217 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122746151063655 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6037873924793287 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5448644194916327 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5449751340482865 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6174161353869212 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6052066217743544 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5513320473837021 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.551691236005379 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6179038665819266 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.608810993195464 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5207175185405983 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5197768599352025 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6224726319670306 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6126371105783678 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5174370486768465 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5177237393526688 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6223870925926295 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6129615396867588 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5272371100655666 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5276209667976139 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625895694012019 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6155902169617784 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.527281664945821 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5252850187948581 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6186179555258852 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6121736233495777 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5321805750204 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5321218237682461 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.613607153008668 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6036538700493536 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5218371611684393 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5208225003108888 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6137556745791761 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6029619776217537 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5304730141548304 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5296899291802455 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6203076428517694 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6102298634076386 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5545162134812022 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5530678765878048 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.626687505416108 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.617742069235092 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.555476082802721 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.553327653834034 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6257968731296891 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6159140397666404 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5284737845520725 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5276886097299487 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6241269241778744 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6171847787138401 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5353531717289939 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5346464758449594 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6179038665819266 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.608810993195464 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5450901803607214 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5513494646625269 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5506586401169609 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6224726319670306 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6126371105783678 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5526961570065476 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5517917359395224 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.620223988297841 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6105600977664556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5527165341196765 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5495751029515393 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6153152078724586 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6092275417849591 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5248140343503293 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5249299857684754 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6169622490775873 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6069437204586484 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5468889706592819 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5464639829028771 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6170426813512411 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6066046552758858 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5535796498447711 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5527491159504178 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6221615124561289 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6139107770779823 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.546527398230805 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5450690913813225 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.617476269260432 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6115817322676229 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5575775279262156 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5567513609978413 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6134780572902718 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6043290593307189 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5416540046312117 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5401065781609263 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6106050401992373 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.59857427615657 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5612236152993514 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5592646174495419 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6174316547825707 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6121542363457037 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5346345812088619 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.532372722844072 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6147028013551653 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6048640576039322 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5595808797801017 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5565461788293438 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6173148709292424 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6055624425859397 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5576304864456567 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5561028710944593 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6098458079745067 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6039219983144624 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5192773784780378 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5191556702755187 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6179753446286512 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6084830849545434 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5675722231298269 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5667569736164 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6091993494330264 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5987935994340556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5519720716284816 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.549439441365843 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6004831006352327 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5810368839690474 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5250501002004008 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5250501002004008 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5236381361166143 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5242692393031056 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6004831006352327 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5810368839690474 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5330140254146364 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5341555535987487 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5929823191322935 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.575118406574422 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5241076978719968 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5245456104875699 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.607342447499265 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5944973426593598 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536624594720482 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5378372947912079 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955419092902786 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.576783451318987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5110220440881763 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5110220440881763 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5078407419564268 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5090904280586633 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881301222728476 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5704033023438964 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5032771479452232 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5040458735350453 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5994336339602301 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5792803787679711 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5150300601202404 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5150300601202404 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5143063413831983 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5146498546182829 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5943557767105742 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5754879605020409 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5140280561122245 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5140280561122245 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5153578055620777 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5146312705049576 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6085509876422273 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5953541736909026 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536624594720482 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5378372947912079 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5918794758387014 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5733600806048079 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530104681342827 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5309319979082529 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5848496928449328 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5640339488712606 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480962 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480961 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5078483109971081 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5068173124285349 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981292871069376 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5784481477583345 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5096542813071478 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5098326202303166 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6038885282301693 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5911609526928808 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5341503839647852 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5345762938106169 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6017846793261926 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5818716001937395 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5318902613589548 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5330642878024803 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5980559065535386 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5732408479167098 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050689849943529 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5065295150596084 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6026886281605803 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5903061007230225 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5404012776239562 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5407223830892016 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5906007179453246 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5725300186689265 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5150300601202404 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5150300601202404 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5143063413831983 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5146498546182829 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5872231694989412 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5671731309417679 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.521116509197154 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5205365222504384 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6121007242189537 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5983084931931797 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.535479610855397 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5361724566258924 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991885786412379 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.580202093202602 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.501002004008016 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.501002004008016 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49975471520184156 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5003289089573207 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808875816148427 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5620785558832707 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5230460921843687 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5230460921843687 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5216269236986729 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.522261936515355 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6077384183829633 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5878648543771894 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5425752844660426 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.543875129994756 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5954416690074051 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5772428145415498 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5550296734948997 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5559185570782368 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6138265562055273 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5975964495058232 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.553505869425667 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5545609220764409 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5917127121050529 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.574285740232944 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5404958416042195 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5413811697157936 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5880636193820702 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5708695906401663 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5282926670818735 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5297473685344165 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6026913739925128 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5840635934320462 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490961186587222 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5503062299140018 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6159224924669483 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6004928852117642 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5378627700745621 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5392309335765039 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6041184697198343 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5844532112461198 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401183588973596 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5414575953866857 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6023671682302701 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5799976307657156 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5377469795023746 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5389312080837594 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6109849557667576 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5970674892103957 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5529417606575386 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5540805825609763 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5967236331019397 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5780765341808429 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.551723691310485 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5521843017137954 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5818974797364594 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5657926876690128 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5375807420236182 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.538927431161921 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6170326805224847 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6017383217926131 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.553141100429225 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5541182065027362 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5987620224876636 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5819865355284954 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455346236272531 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5468052909548327 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5866113634915199 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5718489073669529 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5278691284796343 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5293661934489134 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032389686816503 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5822439472459799 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5497030540911406 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.550841150442011 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6113253243811482 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5958908469674703 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5434067955893787 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5446219319837781 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6001310619912243 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.582386430709744 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5496178914497131 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5508426603004467 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5973191686531605 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5757227974910664 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5298655382774842 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5310516338705944 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6124465116135324 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5971416102103707 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5473264472781834 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5484867528320287 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5809397726433666 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5615792989487748 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5342568274618346 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5356614226921803 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821188599471209 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5633937000404845 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.525799646035521 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5273175212356144 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6124465116135324 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5971416102103707 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422771501950174 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5435358134310967 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6037252850803907 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5857852111672163 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260259315821274 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5275254116480383 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808394114432073 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.562572535013844 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5308036956455455 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5322631561022801 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6043194587747904 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5891691500190342 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5544786844159784 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5556164756277229 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6004831006352327 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5810368839690474 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5468578698435398 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5481026398614751 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871423062316504 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5676636883041473 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5336935086523995 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5349044064076348 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6089580099618724 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5937861117954257 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5516595253609429 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5528613449732538 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5954416690074051 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5772428145415498 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5314633424487168 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.532873961986804 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5895657082684331 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5702816468640534 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5300936130032653 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5314323382469186 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.60517720919586 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5916251435020431 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5578034631967519 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.558823736830654 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6009803095311024 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5849619141544612 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5411470251306993 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5424125835876166 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5808394114432073 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.562572535013844 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5262603258763814 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5277905488797641 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891934213879184 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5726200930157707 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5396198752152519 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5409452542202934 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6282518247200226 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6227149576521911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.4909819639278557 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.4909819639278557 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.49543535810629863 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.49257604352227463 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6240287364075504 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6177634553615069 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.501002004008016 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.501002004008016 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5037098603219046 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5021153824437854 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6317761768529525 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6245510609022508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5180360721442886 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.518875954155502 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5184308516032756 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.628397047838963 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.621884604090763 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5271929565092508 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5259525738525614 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6334212055431537 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6295168274248899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5415860156004377 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5407423808081472 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6239498228536892 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6183268479688492 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5100445636798683 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5074803649520191 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6142585502864135 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6077475132190289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5110651653926532 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5092253034695626 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6062124248496994 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6000866991407273 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5904568430586593 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.540753536508122 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5399363867088711 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5978085365676525 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5883726539648103 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5429692479171638 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5439208493493752 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6022044088176353 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6022044088176353 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5956328252328983 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5847935781466105 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5283127439364703 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5298128591629342 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5977269713980793 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5911387585678365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5401183588973596 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5414575953866857 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5967063998126122 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5867797017566987 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5494524053331322 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5498872523814244 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5967695375164902 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.586029722286463 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5437240947967735 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5445596190879204 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5968489190213538 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5852618402655411 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5442973445602945 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5453041865380878 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6013813717440727 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5902112402431654 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5486351834341932 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5496016663869612 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6010736604231285 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.595670373279347 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501643383385127 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5509082681492016 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6040462141952029 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5903778734578236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408877910667717 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5418893163843389 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5934550101011047 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5811270752116072 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5543308839902026 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5549724467179871 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.60025289694865 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5889770181652844 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5248948120181731 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5264438276072159 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5955186395939058 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5893968884135659 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5335512160030725 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5349764946585707 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6016249782341339 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.588673061902279 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5469468930044113 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5477353108311005 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5864377145875042 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5744169401741644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5385748342369154 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5399244105787852 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5977435213399882 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5917879057954215 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5276103816203082 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5290353468649441 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6039649726172898 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5907716687293082 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5461852608643005 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5470911653623612 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5923015748967094 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5798747420080242 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5122400941292773 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.513969632335162 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.596647234535664 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5909145479899891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5576254841906565 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5586103682393824 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5977653195302267 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.589089970261141 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5283480427316486 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5297973814028856 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593545297457626 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5803120169032321 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5452666398956886 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.546462029750558 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6214811445224315 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6111030461680808 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5466457967410455 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5468612958065401 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6160338371522509 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6050461667156027 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420025076473868 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5415079320397362 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6232464929859719 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6232464929859719 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192216968000094 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6090233833133646 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5377683848524447 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5374020675359439 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6144097457080566 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6065064961383441 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.549783897549852 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5503641755438636 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6216769108687173 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6104279815669987 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5391183101900948 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5385539389508396 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6152168744268197 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6027557941132724 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5388493039492418 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.538961589564343 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.607924458187899 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5986250690397837 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5321196285464386 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5329408544482603 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6210193322167857 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6130308266529638 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5508908301598219 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5504687159456773 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022125755444668 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5942840804759322 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420138767663084 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5431275574619095 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6129109573130286 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6006650351349212 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410682488035788 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5415326163865332 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122244488977956 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.607042759301674 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5959894678918404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.544201683263512 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5441443893245226 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6245414864844602 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.615355501598726 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602298275876614 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5601744767328908 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6071830045222778 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5952521781932952 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5584103360304227 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5593885399378986 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156649445330694 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6012647028644541 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5520585319261158 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5528844525340781 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6209055180282874 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6136415175461009 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5428871111587419 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.542459249860077 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6011748999431529 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5920344573231409 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5448927883815808 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5457760906301865 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6151183386603234 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6031177679213086 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548896120622845 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5549977081881919 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6077983182627252 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5996385693639289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484346237388613 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5482605054769021 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.607924458187899 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5986250690397837 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5565134172938017 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5550675728894254 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6080908641028882 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5975735958286118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5357054106242625 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5363130560296092 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5708608725633487 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5509342155711818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5632108392677385 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5550974435917061 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5669893819866678 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5479793031569841 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.560310313692941 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5499679192234969 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5817380393245906 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5710396180574686 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5603883839601749 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5504165957965501 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5720679159457066 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.555353465861812 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.559079772825381 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5529414393693763 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5648588226415506 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5523552013381104 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.562069177475577 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5468230767176742 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5733892026477196 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5541340503284415 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5126788628412565 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5078103472538009 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5851703406813628 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5851703406813628 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5757560590813223 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5611877723701372 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5407957894608443 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5316767060828648 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5746525345679504 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5554645916009168 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460187472145814 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5420186749733518 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5695927679918462 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.554209161529712 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545353244965397 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5349353138169002 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5733285371833585 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5595325977388403 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561018819428496 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5568020535452929 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.572071967378062 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5548537235131591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5527505369822246 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5417725819844015 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696749283466445 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5561227710461987 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633389209160053 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5481414123272845 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5769659794850618 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5633916018334607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5491766638581408 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5388379841585789 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580163621597527 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5483108187276816 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.559185308094958 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5533333331749506 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696092321696592 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5546953849414942 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457599691361333 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5326994398440577 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5871743486973948 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5784531841436493 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.558933629834601 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5437842313572198 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5356761563144699 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6014355589112497 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5898334053413002 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5740948566327255 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5677987304218913 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.569649005508419 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5473955639921165 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5747657121284718 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5651586491049982 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580545848354193 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5412725325494544 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5670311711905025 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5500737978431711 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5945636094060532 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5827745106968373 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5642576232276759 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5555185742096961 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5682916376450041 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5477018992668117 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5395720159177858 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5276297011433639 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580008962516062 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5407346041539887 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5557428691458133 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5466528302889548 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5889741553673025 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5744011486113176 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5610737653729425 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5538269317663588 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5633389209160053 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5481414123272845 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5840826459435189 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5743349780999255 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5747535257477479 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.553891566462052 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553668150099402 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5380423748698762 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5914340554947488 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5760775601336992 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5393521126970314 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5298857533558776 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5630279698152285 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5417102578794384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5407851242720793 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.53410928439952 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5593086555160014 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5420766934459139 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474247223159752 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5355653537456634 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5902010522783454 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5752394175002618 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632923232226357 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5555094980158927 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721432874818327 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5591629490667146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5477854133035217 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5370540595398299 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5761523046092184 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5643625421146565 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5436376586967413 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.562069177475577 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5468230767176742 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5888891842039518 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5752624624053143 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653217322736919 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5559317113145612 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5595694928580447 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5446904794316396 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5818347305310527 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5734051743859774 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721916603067545 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5512036833401702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5491158032614271 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5260382096917575 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5632627620833064 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5471251407183092 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5773972479150878 f1 комбинации ['diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5703649562477245 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6142284569138277 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6142284569138277 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6090285849853421 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5998359930985089 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5449456494734668 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.546062817257949 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6154110450875301 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6083230792315564 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5386205599144364 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5395914441333809 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6167509119500059 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6079362155947284 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5439749161436715 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5440310058118021 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6131724393103176 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6065632373046027 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536601437741992 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.537580926422173 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6100810938435867 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6013810574875402 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5388405915940112 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5397465697093483 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6055908711904144 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5972287768363688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5439712019546554 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.544476555555469 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6100364666845454 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6017129809216287 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5528467478865737 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5539475415958718 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6157267009594615 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6064060721426311 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5482087193445494 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5481519111766147 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6130949877441206 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6077518251488403 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5379416810338171 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5384564219284489 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6033023285881591 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5958226613655118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5534555794397511 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5544380701530011 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613607153008668 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6036538700493536 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5473394128963562 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5480791258245282 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6157267009594615 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6064060721426311 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5448658753337647 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5454133977465672 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6163966574758485 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6104055122074314 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531715432842947 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5539620049025504 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6100810938435867 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6013810574875402 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5559329407483223 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.557087838687272 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6137556745791761 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6029619776217537 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5652028503979952 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5661930692642484 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142095709167539 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6083441657111743 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5304730141548304 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5296899291802455 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6100364666845454 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6017129809216287 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5341503839647852 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5345762938106169 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6203965102137142 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6098955413871591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5316687034971835 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5301088950774682 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6109941641506447 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6041892858725225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5323468398406433 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5330883412591042 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6077358799231115 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6002934408142127 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5357670654021478 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5353994790837185 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6011213804827918 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5927334190513976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5332608443951006 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5336385340995551 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5793883711873982 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5685293932630843 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5644119882893189 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5636998892501989 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5733115386495317 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5585980991523755 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5502398190949027 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5453982708965027 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5887131540704819 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5781276935704883 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5493090048500193 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5466699768417864 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5709795659695459 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5587852196655654 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5454464659302908 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.542304924455653 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5684747622567404 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5552973342555598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404654232525804 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5332074764053245 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.591182364729459 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5830360870365948 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5680031247054008 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5513940794501916 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5498864681334024 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5852399519475342 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5755759273947069 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538531057891539 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5511465734245835 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5817886714882908 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5676202546002068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5767277157976074 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5719839324980642 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708266079190809 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5550286004115753 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5467710779725641 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5420794929137295 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875447779411515 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5780515216847597 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5434445862939897 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5429384313051835 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5793645583635522 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5672628123474992 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513940794501916 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5498864681334024 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733185587903321 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5590679065361764 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5337651411226113 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5278134639184325 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5875447779411515 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5780515216847597 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5563958442809436 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5563541255149319 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5818347305310527 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5734051743859774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468427960963633 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.540011197486974 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733892026477196 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5541340503284415 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404654232525804 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5332074764053245 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5912707567465358 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5773703410037991 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5552652502999432 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5510752889278931 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5909740488484281 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5821200866832631 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651788673118651 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5598582509758258 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5733075201314005 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.558123142837399 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5700600835959894 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5605515891591184 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.574567600563239 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5574860631478463 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5421889767576786 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5358199555506368 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5932642486796289 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5838353657212836 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5448767478633663 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5460112648027861 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5733285371833585 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5595325977388403 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5247907879171769 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5171799629060364 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5695790870809715 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.553717667604506 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5389523177811021 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5333308642403568 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5797030345326311 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.572811930294772 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504844497254096 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5478773968156175 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5818110211660947 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5730224608986116 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5467601870407482 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5367225620675633 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5657388177232842 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5482281354131109 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5328281339863328 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.525488889855588 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5887448127617513 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5773324353964789 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5391216096717105 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.533760747827683 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5880014563210223 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5713308462922109 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.553165012867861 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5493707320251083 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708167136411861 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5540373649653336 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.546409887584819 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5444424243272084 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5875850119351981 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5760814209401038 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5634606661584006 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5563191830853544 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5806513877613584 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5717849601256225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482774377434627 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5389641486433094 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5669893819866678 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5479793031569841 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5353413783107104 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5327958623984458 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5910315463252768 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5802213526594686 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5306924874823393 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5292970158628347 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5829220059837986 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5730919116817614 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5512550933599853 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5433340293660381 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5631959444392111 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460870365288127 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.529903379744238 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5288047139728925 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5794195314671566 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5693498910413356 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5289433845483021 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5215973208956003 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5974198448010312 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5815791276868251 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5379826319305276 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5383016006800976 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5919699972404155 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5728897009771049 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5234184568812698 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5239458541179353 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6085509876422273 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5953541736909026 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5296165696506812 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5297746392057672 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5888526455652409 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5756859206229735 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5201260748143989 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5202551851897235 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5794690143268519 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5631976210285301 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447804785455003 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5444213012526478 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5988609484041413 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5815477197213565 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5397233347506389 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5397556580123269 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.60517720919586 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5916251435020431 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5309897536258776 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5320968549378777 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5911826456881376 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5782083177398397 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5394889151459261 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5375549629529602 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981292871069376 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5784481477583345 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5374200273472501 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5366918383738015 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6071830045222778 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5952521781932952 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5379826319305276 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5383016006800976 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.595256061409244 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5781466990418226 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5145984831198632 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5149461483081413 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5893287964840449 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.571699857115566 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5522596576921116 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5488808567398188 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.607342447499265 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5944973426593598 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.521602962004897 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5212719125832302 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6025685622822146 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5845062965437047 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5233693181465662 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5242992986834345 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5805908624842437 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.566338471341783 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405002552692886 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5384088374676048 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.60805753408434 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5869643467935196 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5564570670484106 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.554216641179653 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.595851550259806 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.582823519133687 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5485819611003312 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5485161670367324 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6030934105956388 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5827062472759271 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5444286453848248 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5438083352797112 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6046279801027384 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5783634499208916 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5666623630349943 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.56458265170661 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5991715496680483 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.587356477435917 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5555846329530569 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5557352561068536 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955419092902786 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.576783451318987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5432667378867471 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5426268287800884 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5965347581706949 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5729261038628212 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.562008576711316 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5610907594723422 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6036872888578637 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5923019992215166 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5306682004281221 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5312987674057481 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6048911680188249 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5821350474030402 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5332892387805285 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5343935391568472 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5856595266003706 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5682765860188661 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5557683493167737 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5552410369134867 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5933499385800717 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5823150117484488 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5575290031917242 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5575080974154666 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6028197186327401 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5836160384429337 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5499219223527517 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5480395045678238 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5953209830336469 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5716003371962866 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.548440775114859 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5461606230686548 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.595751586198912 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.583625252735489 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5406767648412688 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5387644099328479 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6095631852086922 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5873424251523292 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5207930449758935 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.521654374296508 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5909589070614347 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5706233645489631 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5374755906756362 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5358460917747605 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5933227893750224 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5827018581372735 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5375942849918426 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5377101276034928 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6101977682580749 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5899892623443174 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502414259686536 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5505063321307438 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5846991697103864 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5650357143044433 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5650565320834835 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5621279475165509 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5980125049627557 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5789101676440173 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387818148165127 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.538205936479971 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5681362725450901 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5752837581271573 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.4456793053741521 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060958525698224 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.428759672781496 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5353599761506485 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.42841018323396696 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5273814465589346 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.4751197582902478 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405550437367627 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5002388121125597 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5675669043442325 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.44654012553244965 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5575160546040958 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.423133943709817 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360500625110842 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.47671443900072596 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5332724272073559 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.47282599386807805 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5594969373742527 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5164293245153587 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5376136889162941 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46735513395068246 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5395247770367524 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.49040678241401975 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.536643238782812 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.49536523728841264 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5561122244488977 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5561122244488977 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5248023586953589 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4653199861845652 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5515854516049644 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5243275226405368 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5261123686221364 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4231851772224983 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5467986669538205 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.42099814075567177 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.54042932157934 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4691495414181066 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5355452874941239 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4723787464882707 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.549333781114112 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5029612988538635 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290816312211084 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4631204489195931 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5456888500615706 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5006655080864449 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5424310150022774 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5026392903009216 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5388077742787162 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.48257926248206345 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5401229844135257 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5161964785027281 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5374490775862447 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4650084335610818 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5361044766856391 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4917921112673026 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474660139287675 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4978198768428876 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5304880161779723 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4699750050144131 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5675907646558627 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.505779302321849 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5549757748922433 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4862503945542435 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5434510696569129 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.512086398632972 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5364908922322257 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.44993263184402815 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5581162324649298 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.4832554605501515 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4106884684056076 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.520375716753785 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4588749354001732 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5307408400543523 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4577119813543921 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5532474955251433 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5008398978294992 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.49675484879045345 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4428323038286216 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5438388514117437 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4990803136017077 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5359677899783388 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4908772944950935 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5334392326211536 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4739123200898109 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5154471456352929 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4919892708878771 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5239676732662705 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4539983563825764 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4890212577272089 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531256161619398 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5026321268144649 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5347421441163868 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.46555527681564934 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5163620987679828 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.47417345067822714 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561122244488978 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5402687728397974 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4976590316643745 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5485565257442464 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5207684183479269 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5570748423832499 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.47643810606682835 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5336476769437002 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.48738930529507724 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5438943068967825 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4999528260403362 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.532390003156327 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4672354309896532 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5461443506423845 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5089665044034275 в дереве комбинация ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5438388514117437 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4990803136017077 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5537719580875882 f1 комбинации ['away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5344331457770936 в дереве комбинация ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 4) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4890212577272089 дерево обучено дерево дало предсказание accuracy комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582122625243021 f1 комбинации ['home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5108166232409367 в дереве комбинации из 5 предикторов комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в регрессии: 0.6398341726645392 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.6388698045805363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure'] в дереве: 0.5502186817132464 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure']: 0.5506253871274923 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в регрессии: 0.6449606335863787 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.6434659646361486 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression'] в дереве: 0.5537789404548193 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression']: 0.5534227751537467 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating'] в дереве: 0.5360008377058271 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating']: 0.53550148573458 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5210420841683366 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5210420841683366 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass'] в дереве: 0.5239226271888611 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass']: 0.5221841249408793 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass'] в дереве: 0.5318291970051044 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass']: 0.5308262059411418 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass'] в дереве: 0.5332714208905617 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass']: 0.5312814185574494 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass'] в дереве: 0.5286450986152275 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass']: 0.526377501342073 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass'] в дереве: 0.5364921329022138 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass']: 0.5335524874516752 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6326574307693967 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.6320541281520979 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459824276358226 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass']: 0.5434452875924396 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass'] в дереве: 0.5243168419212827 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationShootingClass']: 0.5229933112995052 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6460282205139951 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.6447688957328811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5469346311176382 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression']: 0.5458736410886372 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6408886086780303 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.6399780061881443 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5444795115036353 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating']: 0.5415430229985415 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6377236592116523 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6366493276353469 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5535796498447711 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5527491159504178 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5517268530474921 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5493868585343707 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.636667523778389 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.635537035250695 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5573480745126018 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5566632017189613 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367928517114445 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6361086281173642 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5565134172938017 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5550675728894254 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.641906876965229 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6408986259031177 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5560020051115582 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5560565617024797 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335713785604807 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6325895435865799 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561116421141391 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5542365939189372 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.547006246804584 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5452087842742382 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6460090778906754 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6445782687821221 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5549272943399106 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5538758676773836 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.639770089326527 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.638485324818387 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5706841411436443 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5698001036919522 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6418283426756896 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6403201966624829 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5735748654769092 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5733514438456582 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.64082330521664 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6395979039387096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5733728495321551 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5720299364963694 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.642027915480083 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6414475436358457 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531197109623821 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5525674852733736 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6450024338220677 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6438483109595864 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.554234117585821 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5536151513161968 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6377236592116523 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6366493276353469 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544423890955373 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5542703435415108 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6407977198855943 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.639402898706076 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5562339776956511 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.555616877095048 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5328341884068506 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5329480450803998 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5433004016109904 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5436678129361239 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282277034321407 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6268001979727191 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5420025076473868 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5415079320397362 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5361876111014372 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5361293456203383 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.534471473360346 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5336925680808393 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315433554617805 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6307545192902114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5462242589717198 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5470028502283126 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5420574539076737 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5409136368859566 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6292554256083839 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6277118454505723 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5285525639174112 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5270718246667376 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6293287057206199 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6281276609561263 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.534839226920981 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5349525599083809 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292554256083839 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6277118454505723 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5494044858275503 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5480316151784088 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407768836143205 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6392045738090802 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5464763561539906 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5435406568852582 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.535183884957719 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5339533742938685 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.629225266614399 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6274987600619298 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506065347918866 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5483599801827362 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6292899141299824 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6279214745227206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5473503914291437 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5466555990489605 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282662181996659 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6270086720786828 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5333536351123023 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5326449553109592 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5381418105486447 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5362461425524369 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314761665626806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355340388775859 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5352935914187449 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5464668509768928 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5457004847826201 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6251621600689302 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6240634823873407 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5461284023555312 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5442418987153259 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5393637792543247 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5365261499888493 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314952382348951 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6305596515621963 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5458876660085047 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5441756505712154 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282277034321407 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6268001979727191 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.557334496996699 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5545057389979026 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387454144975145 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6375674695947025 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.536615582517255 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5327177094406216 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282662181996659 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6270086720786828 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5375075067364957 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5353408479481561 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490029735496912 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5472078665411646 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346303760335684 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6337015391920532 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5454818459206298 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5416897578203146 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5545078837541877 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5497634043847018 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5625854999791552 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5603504231867343 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6480726549592234 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6462204183986525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5533291411758022 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.553215476964336 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5702602558263508 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5689939563314187 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5545995231876428 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5523567945174024 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.549881309430258 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5481741097767311 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5592137156968948 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5556385771240387 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5518132686784347 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5508336172016474 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5454818459206298 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5416897578203146 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5502343973661609 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5496116997584944 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5615754060076602 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5607536060452648 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5514018494696008 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5500314752882388 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6459948883273794 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6443843752312682 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5674551335135378 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5653188577579524 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6480726549592234 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6462204183986525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5601049380175823 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5582344720003818 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5629546872152276 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5595993861099443 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6480887407453916 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6466092501033671 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5545162134812022 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5530678765878048 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6522480664548239 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6506712127458572 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5520950685154092 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5486319383525562 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501596261624722 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.648253634384867 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731407950879425 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5719571763900766 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6449385342565067 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6430704890692762 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5680915298244688 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5662302281632707 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5623426659055631 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5602937210931961 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5660327434461339 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.564918152604338 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5575839208601691 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5545486390943408 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312980715872707 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.629318913725879 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531197109623821 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5525674852733736 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.565458625061735 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5633203237706328 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292554256083839 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6277118454505723 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.56274167679591 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5611358591846415 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5562774776813301 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5549937600173581 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5457373649116445 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.543392005211103 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5438543646675391 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.540606362328409 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5457373649116445 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.543392005211103 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487223556832518 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5455802036429056 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653462209793684 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.564669283854962 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5466135463961305 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5443631658480702 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5323685422889911 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.528693786473869 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302385198555662 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6281912749686509 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5513442577492409 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5485125426615516 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457373649116445 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.543392005211103 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6272921121982301 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6262994368909168 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5454935405437069 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5433349838974352 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5398228256744365 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.538829170445344 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5546144222715618 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.546690325175287 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5416326241608833 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5367922069400557 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282277034321407 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6268001979727191 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5512226333016851 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5476500571622239 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6291994647602416 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6272822044606365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5381450634207626 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5328170222781424 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282277034321407 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6268001979727191 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5457373649116445 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.543392005211103 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629225266614399 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6274987600619298 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5452509327800429 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5432742180826319 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323567350218992 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6304450897271345 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561116421141391 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5542365939189372 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6314761665626806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508510250675432 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.548414527941605 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5479789756333755 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5454433388502407 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312980715872707 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.629318913725879 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5478741977358238 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6501805011651667 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.648828679781648 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.55076007960208 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5491395728753378 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5444795115036353 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5415430229985415 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6439294150359592 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6425472874608771 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5377513807305139 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5353988674467459 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6439116155015344 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6423522859468754 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5315179813810872 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5293452459861968 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6460522855666083 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6449562685482803 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5494865574473126 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5473320518720747 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6480887407453916 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6466092501033671 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5458876660085047 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5441756505712154 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418283426756896 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6403201966624829 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589236259510469 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5578769809717571 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5331217723135117 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5287724881546868 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6313199037847751 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6295342859632308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5612236152993514 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5592646174495419 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5474071221854999 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5460317550685788 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5743218988236242 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5722857105179271 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5335144898328901 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5313437799735166 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5540926447489574 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5506291421651553 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398228256744365 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.538829170445344 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5210420841683366 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5210420841683366 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.525141150380932 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5224921500256702 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5459909157574241 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5417407788550073 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5426109317390289 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5387085080375369 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.557334496996699 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5545057389979026 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407977198855943 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.639402898706076 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602054002296347 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5574796773178806 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5598322489846124 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5565852714648123 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405037208189181 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5357871020817879 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5397478767757965 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5373971518878352 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6407768836143205 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6392045738090802 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5462897790063153 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5449936197930291 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6439294150359592 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6425472874608771 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5598322489846124 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5565852714648123 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387454144975145 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6375674695947025 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5491680097425381 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5479547750661556 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5532372740396972 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.551269417766087 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6407768836143205 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6392045738090802 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5346171327766637 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5307207765749834 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.64082330521664 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6395979039387096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5523483520162007 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5486643887419255 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5466078312202113 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5427023737688136 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447635777248068 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5397929083584839 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387162630352021 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6373713657410399 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328659 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5572304446695243 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5552670176078146 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376904264718108 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.636454343497142 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5234387584808952 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5220334337506181 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5378626580486366 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5346142714022579 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387791991489682 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6377602478990665 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5567107125561013 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5535700022601732 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407608265504153 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639002916295137 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.539487223859768 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5356987742624101 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270015253857582 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.523648315588307 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6480887407453916 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6466092501033671 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5484732008043459 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5455382907719748 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6480726549592234 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6462204183986525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5522187433358613 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5494883396622217 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6481043608395809 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6467987877572646 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5327456419375527 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5296006064083704 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501684036001077 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.648640231424612 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5590833177600933 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5564571435384885 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.651205004137555 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.649560563531257 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5549650956975677 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5516102593273582 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401384585003663 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5382450815931591 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5602054002296347 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5574796773178806 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5485060996390722 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5437735605405959 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6449385342565067 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6430704890692762 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5485060996390722 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5437735605405959 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.653287549028975 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6514004755394774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5563530494465325 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5542977263808306 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543279796307592 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6525127323688392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.539487223859768 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5356987742624101 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438987125527252 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6421539864262232 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5514764679814916 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5476807413782189 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459823639774075 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6437829672723373 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551593044100371 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5485560198893319 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6491173272240902 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6473351749626783 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5465055049340335 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5417769459258939 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.653287549028975 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6514004755394774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5491003273544577 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5464674395641302 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6522447068049141 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6504806430844464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5488616121131151 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5447246499201155 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439294150359592 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6425472874608771 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.546862629580148 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5427278282092388 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449349535278014 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6428677956731478 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5583422949343636 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5546555694223423 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522447068049141 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6504806430844464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5533771705390533 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.548757562910918 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.653287549028975 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6514004755394774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487662811816472 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5437860284594949 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438907384568423 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6419523759524629 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5378626580486366 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5346142714022579 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449363980159644 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6426617809758244 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602468209769182 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5557375145482308 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6460090778906754 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6445782687821221 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5497303570022095 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5473885740932816 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6553685402505187 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6538109443467607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.537014941987113 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5318156799513731 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522447068049141 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6504806430844464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5592137156968948 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5556385771240387 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6512256684951673 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6499363740201062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5411139350299491 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5384756763846436 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522465973657212 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6502868503710818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458516002071733 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5426037259704594 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5368677169153121 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5327437196548553 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5765845773290801 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.572656366753389 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5650731120034747 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5624509659231035 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5690497085501806 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5637600258821965 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711137801156797 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5667102963117248 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6293287057206199 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6281276609561263 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5703301807706893 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5666379307831761 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5492441034098701 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5472718179243594 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5753798131374432 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5707206903798557 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302601245228883 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6284089745190196 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5662465263430304 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5617275705318503 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693790924287914 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5647307465246909 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6262780701827613 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6253848635306588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5607447439302718 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5591364781330909 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5690663081657289 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5664468475128468 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621763543794954 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5567751236997762 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480999160483129 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5446375307273575 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6272029429267333 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6258882585365062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5655717565398997 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5625387980343526 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5509702999387377 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5476156959360653 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6303165572851864 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6288339843597888 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5660781021502465 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5626123650407512 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.629225266614399 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6274987600619298 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5605096678693033 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5557532482288078 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5665784883749114 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5643472375214004 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335713785604807 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6325895435865799 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5582087360061915 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.555481842903966 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5500047342361333 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.549516527113278 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553965767537015 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5540311955078989 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6271646666300327 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6256774839503022 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5375319777832218 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5318223657819092 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314514379076624 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.630361399533407 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5431105331110762 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5404736171795153 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335311007623785 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.632392380854652 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5454818459206298 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5416897578203146 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6242583182450693 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.62355476742452 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464181374797789 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5408063344880375 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302385198555662 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6281912749686509 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571167246096178 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.552733209095974 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5339952781149484 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5297601456224585 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5255079296870293 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5198434071238771 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6230788872430852 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.622031393102948 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5379741160237543 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5307645922824488 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292899141299824 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6279214745227206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458123804326204 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5398060577495046 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5543463329889217 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5506614489687311 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6262275219328495 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6251821679508228 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486062809608026 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5446993066344519 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580877972160537 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.554623549790354 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6294190979093093 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6285297595378125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459909157574241 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5417407788550073 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376904264718108 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.636454343497142 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495560258794142 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5438013244399416 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302601245228883 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6284089745190196 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5423311266156919 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5357972351939078 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6325117423401379 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6314761665626806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533242697912463 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5296758872481401 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636667523778389 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.635537035250695 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5328697518493778 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.528750076233102 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6242583182450693 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.62355476742452 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5476355197621696 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5427819628847963 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302601245228883 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6284089745190196 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548585597120167 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5507151150527455 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335311007623785 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.632392380854652 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5481250503072528 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5462408377560481 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6284624980297674 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6278082486508421 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5435849546411599 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5427435033318588 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340002810586403 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5334993369661944 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6295264127488747 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6289182463256499 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5493475113334215 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5465148105494345 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5594690997063266 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5573247218086734 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281934598682626 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.626588264991582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5388666994482793 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.534740541365732 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636667523778389 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.635537035250695 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5452293215052777 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5416586671908626 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6283559609018868 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.627415297874666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5603402759070846 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.556652629649148 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345896330592634 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.633506600906688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5570867196789661 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5544592027436169 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6252668172581378 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6244699754890456 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5457357028318812 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.541717127012049 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334952513723099 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6321918395249118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5426109317390289 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5387085080375369 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627130629444023 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6254632341606289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447635777248068 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5397929083584839 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5672133712440919 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5652610172121332 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6367629716675607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5547539453333568 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.553138334978439 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6261007731608202 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6245533236563863 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5354229403331976 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5340325944095984 в дереве комбинация ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292554256083839 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6277118454505723 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.55076007960208 f1 комбинации ['diff_players_overall_rating', 'diff_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5491395728753378 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6554022459506591 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6543538779610619 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5522823982113241 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5509937039276266 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6461537279976407 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.6454989838207513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5415175831849274 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5417874197176084 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6450306455607845 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6440345920339118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5466599519988465 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5463625009903347 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6460522855666083 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6449562685482803 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5480041775889467 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5475143783448926 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429596271194074 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.6420062991110281 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5418940225867512 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5401771913656997 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429596271194074 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.6420062991110281 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5680306842410054 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.566918528914203 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6502199514305342 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6491959377832648 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5706841411436443 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.5698001036919522 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.638817590236653 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6379497132652607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522157554255867 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5521594330287067 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6429280222643677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6418189566060797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5475828327226044 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5467457483792824 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6501805011651667 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.648828679781648 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5868979472290006 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5858847740323697 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6501684036001077 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.648640231424612 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5486616777776977 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5483653155554988 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6491348680931421 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6477196413147389 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5457736626536319 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5454124213448454 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6480887407453916 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6466092501033671 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5604614581961976 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.559709720934698 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501805011651667 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.648828679781648 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5704576062099869 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5697163181861821 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6512256684951673 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6499363740201062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5584475659999881 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.55827690225125 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450306455607845 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6440345920339118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5566685808931021 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5563765738161551 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6470420904367707 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6454974976011846 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.564034802651262 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5629177762944728 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5490981963927856 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5490981963927856 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5538116758457677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.552834358327698 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6303165572851864 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6288339843597888 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5482087193445494 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5481519111766147 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271646666300327 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6256774839503022 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5366151134179985 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5368361032358884 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.547760284456952 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5479233368586355 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6305335164711446 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6298365415737259 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5366151134179985 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5368361032358884 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5328823992278561 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5304310356914919 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5160320641282565 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5160320641282565 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5180821643692136 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5169091211675751 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5484660805796507 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5477018042329169 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5170340681362725 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5170340681362725 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5189603098396846 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5178658480280246 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397092205001398 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6378836529519228 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5308858852456687 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5284328698859238 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5286450986152275 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.526377501342073 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5348132867777251 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5353783734142619 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.540059513112802 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5389132605760915 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5413517815790688 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.54065103744696 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5425329906056064 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5410696987780815 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5658558831172715 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5641679465987937 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407495801129166 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6387979130027562 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.534471473360346 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5336925680808393 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5478741977358238 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5442922392713122 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5429935917481633 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335311007623785 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.632392380854652 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547733860956927 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5453902896521922 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5366151134179985 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5368361032358884 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345896330592634 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.633506600906688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5434123949013991 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5420320348489185 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5614656081581294 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5593232557959933 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5202364957187102 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5195858130757275 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387791991489682 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6377602478990665 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5424683917713774 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5416978458820265 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418283426756896 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6403201966624829 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5100200400801603 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5100200400801603 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5103854431465796 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5101981977343792 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.523693335099181 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5238660421460131 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6533895775573403 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6526748898969976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.560272557151336 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5589938161070898 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654405353032756 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6536018641905627 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5733728495321551 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5720299364963694 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6492668845648264 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6486244512952133 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5703040538988229 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5706867537735862 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6523424467739773 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6515761440981098 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5584574240561226 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5555264602055577 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6453005733615444 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6450845453036341 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5852889468181701 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.582473988567541 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6524158353351655 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6519159758480391 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5815952091673244 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5800973104947588 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503590446365042 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6498922315215742 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5896786522010892 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5899147804474876 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6512950111970695 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6504761073936985 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5834586304745494 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5837849282823987 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6470768453797676 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.645877665313093 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5301333095276699 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5305640204813981 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6450024338220677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6438483109595864 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.552047157882032 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5509155184352822 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6450306455607845 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6440345920339118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5390781563126252 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5390781563126252 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6440118898260363 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6431126303459803 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5526651293353999 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.552370944685827 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6503168164029153 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6497229069055648 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5250501002004008 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389080905618809 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6383187546073926 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5282359361580303 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5275927161911319 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6429280222643677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6418189566060797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5360636315230587 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5349125079563611 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6470768453797676 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.645877665313093 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5552338593546107 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5532682176869507 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6377614683638495 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6368409832579552 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.562980060765442 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5612014424096498 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6430828450760554 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.642548793392537 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5529158947451474 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512950111970695 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6504761073936985 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5518132686784347 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5508336172016474 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429280222643677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6418189566060797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5545162134812022 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5530678765878048 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439795812659187 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.642927447225699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687376 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482873187413183 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5469936478378948 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429280222643677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6418189566060797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720265658307487 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5709192815339331 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6440489786536719 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6432945652021891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629546872152276 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5595993861099443 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6481505975623684 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6471681686375031 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5364190930255092 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5362408293476844 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641906876965229 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6408986259031177 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5536363659920456 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5521037978610761 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6408886086780303 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6399780061881443 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5529158947451474 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6419828905122072 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6412678297772014 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5595808797801017 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5565461788293438 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6429959831245161 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6421903780652632 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5608335949784805 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5584053569694454 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387791991489682 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6377602478990665 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5588565247779509 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5547087584744989 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6408536107066681 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6397896022525731 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580409802666472 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5569166473648773 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6440908217388618 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6434732637282984 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5523599718071788 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.550300396572587 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.638817590236653 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6379497132652607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5534795743509182 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5513291198467143 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398341726645392 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6388698045805363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490029735496912 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5472078665411646 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450636935955399 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6442176280478965 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5657868571566002 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5654383058670986 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461150667951365 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6453213006271765 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387055026776948 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5377852276876324 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398731820897045 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6390570920544573 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6491348680931421 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6477196413147389 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5640805259166983 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5606151612281519 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6491512569374673 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6479070196665996 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5534795743509182 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5513291198467143 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470768453797676 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.645877665313093 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5646881464312786 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5637973144411424 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6491512569374673 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6479070196665996 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5743261427161312 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5706320512367875 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6512256684951673 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6499363740201062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5801720424640684 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5774580214570283 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471314040665638 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6462448780305295 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.558837080996293 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5564071911638774 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6480887407453916 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6466092501033671 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5592137156968948 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5556385771240387 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6460282205139951 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6447688957328811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5564449775477628 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5562736228963805 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6439795812659187 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.642927447225699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5625478524115762 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5632116740810975 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6398341726645392 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6388698045805363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5700881777761904 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5682291672039929 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6501805011651667 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.648828679781648 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5537770217963949 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5539376605367912 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429280222643677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6418189566060797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5603461270858862 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5582950561890743 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428791767359865 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6414344316711124 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5505218058560036 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5490684839845638 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6449790866548911 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6436587726267242 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5562989949897779 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5570471329283502 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6408536107066681 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6397896022525731 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5478844877193814 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5461748801739732 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470768453797676 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.645877665313093 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5626522053437827 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5635669053067229 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439520801884094 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6427390037084976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480512762922888 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.546914765815552 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418759398628237 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6407091116841139 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5520052908833198 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5515186758816634 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.638817590236653 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6379497132652607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5687891870384851 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5693687321768603 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6460812436942024 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6451403994917418 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5706841411436443 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5698001036919522 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439795812659187 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.642927447225699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5535533777930548 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5533209951999143 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429011959357656 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.641628338282717 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5504653101824086 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5497031236832138 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6461150667951365 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6453213006271765 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5713448308294431 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5706738454569624 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429596271194074 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6420062991110281 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5482397767967705 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6408886086780303 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6399780061881443 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5699410036064587 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5674219026860532 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471016640021616 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6460628849567954 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5568936194106318 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5564758155098775 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470768453797676 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.645877665313093 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602336979153112 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5596203286527501 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6450024338220677 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6438483109595864 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5442922392713122 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5429935917481633 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5367068377735731 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5357842979373624 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5446396600764362 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5448562572924097 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5343602406787056 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5350965634472372 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5375881375189931 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5367401357607234 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325117423401379 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314761665626806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5274289951278536 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5281408108531807 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5558717745628882 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5541717985850045 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720200886395345 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5729969681332122 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6293717750529463 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6283304182121618 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5473162244973462 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5476795244707514 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345896330592634 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.633506600906688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5417435471175094 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5419090131804798 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325559644758685 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6316721848385466 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545544782719513 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5453088157416169 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533992131116511 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5520313353980689 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.557355781713236 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5577088033073202 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325117423401379 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6314761665626806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5609047276046756 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5610112526721354 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6304815529181689 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.62964283048504 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.568714956217776 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.569600542560547 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691453308637083 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5679567761694231 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5395108719759206 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5397821130205301 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282662181996659 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6270086720786828 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5510228097508253 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.552101892859839 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313199037847751 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6295342859632308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.544201683263512 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5441443893245226 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356887640631599 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6348121619353739 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5430861723446894 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418283426756896 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6403201966624829 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5629097661188059 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5630157675001165 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356475188860664 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6346194356109635 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682438997497361 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5681895204370752 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6314514379076624 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.630361399533407 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5439712019546554 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.544476555555469 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6314119785464649 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.630159750240519 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5298307898377713 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5288254648150911 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5515307208743587 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5526817207982244 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5377323888912141 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5378994640617095 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5629097661188059 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5630157675001165 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6272454328947751 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6260955716717336 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5478741977358238 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6335311007623785 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.632392380854652 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5426335234118268 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5428512187782794 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6293287057206199 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6281276609561263 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5453083130541682 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5456736687034377 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303513291021084 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6290413223670823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5417710237530383 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5414072444403946 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334952513723099 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6321918395249118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5382352367071805 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5376013450853878 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5457547053438045 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5459185622992504 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580065199395393 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5580608210175927 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5379425839861967 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5388178959845884 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418497521812432 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6405163061396321 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551992975455596 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5520480430722537 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5531062124248497 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6293717750529463 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6283304182121618 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5522157554255867 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5521594330287067 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593227016586799 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5603152849301365 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5605344515735139 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5612034518929645 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5614385696089388 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5621388863544318 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5544523971382105 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5547614368812348 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5498148615111017 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5488328760755968 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5817706512887718 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5823544198189855 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6377236592116523 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6366493276353469 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5632502771236988 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5640079056930335 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.64082330521664 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6395979039387096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5531062124248497 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334952513723099 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6321918395249118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626737582296556 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5623850175116475 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324718924840259 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6312767668459315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5515512290246694 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.55131795033534 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5704630967133402 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5702965783804679 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5709001276625217 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5704923811596783 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346755533538988 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6338931274194932 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5665746540877005 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5672281184573632 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6377614683638495 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6368409832579552 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5359318407268711 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.536449710719442 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334952513723099 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6321918395249118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5535578504389678 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5538192599000782 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5553321860403766 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5552189950048547 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5624606877989555 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5617110403849949 в дереве комбинация ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346303760335684 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6337015391920532 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637855377063035 f1 комбинации ['diff_players_overall_rating', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5634357174148734 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5635743450483824 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5627547285689766 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5724656851655655 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5722998577353374 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.649120326942686 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6469376783435392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5607414891378074 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5613383122640745 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5440030642945733 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5435100808081217 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6512130136501284 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.648972619678735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5658021188497658 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5648388050840014 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5587295646626381 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.559330707285878 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6480726549592234 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6462204183986525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5538116758457677 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.552834358327698 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6435758785825759 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5770341587130917 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5775254756099444 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6438877268070314 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6417474413710363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571201111830355 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5565713556512406 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5450866091197721 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5455454600067823 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417930896366555 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6397119154697356 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5669735142556565 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5651996069435025 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5399658864877092 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5400224871815761 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5714111618154816 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5717497936785163 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.642861994516763 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6412372240974797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5493230514466535 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5492084408832988 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6395024600520911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5517776210045225 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5514201867015214 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6470330085149752 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6446978961839392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5479908825685474 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5484899779734825 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417940629863078 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6392896345454729 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.547006246804584 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5452087842742382 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5529158947451474 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449363980159644 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6426617809758244 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486616777776977 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5483653155554988 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512687142267861 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6483552938437792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.570028625035877 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5689189052240681 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6407495801129166 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6387979130027562 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5428871111587419 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.542459249860077 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.543524294393934 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5437927264146867 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6417999794784911 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6399180144521929 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538673776433859 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5547458278951617 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522691005825546 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5530294198483352 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491441564652052 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.646527047709923 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601247878917839 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5609224848480721 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5472881609836298 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5418034080327565 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5425043155239566 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5377837166964899 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449349535278014 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6428677956731478 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486062809608026 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5446993066344519 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438877268070314 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6417474413710363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5437369946983857 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5397202517484849 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5398598935882708 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5366116350443084 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386403031945195 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6361241736296497 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5682438997497361 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5681895204370752 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428422775953256 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6404151234628322 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546703433994833 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5548814498630614 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459823639774075 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6437829672723373 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518132686784347 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5508336172016474 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470330085149752 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6446978961839392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495817717633267 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5487468709029941 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491296190139861 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6467340113920542 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589236259510469 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5578769809717571 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6480722564135446 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6460210989530032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5588945491609019 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5584781820312776 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.649120326942686 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6469376783435392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5618053045150997 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5608373228319002 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5568936194106318 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5564758155098775 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6543609126589118 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.651925070877541 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5624606877989555 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5617110403849949 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.656411252456604 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.654544821653232 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5399658864877092 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5400224871815761 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522537743702471 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6500898219535434 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.561347147745985 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5606662427869616 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6470435301752454 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6444897396275595 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5663357435449168 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5642910509014398 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6533057003575706 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6510075610139309 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5698960217292657 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5704372034213696 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5578084901804338 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5568358405797991 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6553983870650131 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6530425023491264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5660091874136262 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5655337172603614 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543609126589118 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.651925070877541 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5729349586894578 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.573038341640022 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6543827466845917 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6517227156435456 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571589381910061 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5559555755074626 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491441564652052 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.646527047709923 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.575794154686431 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5748425107142543 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533057003575706 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6510075610139309 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.567800526017099 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5668395462100518 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6543609126589118 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.651925070877541 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5745254250157166 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5748172280127106 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.653287549028975 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6514004755394774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5796450961560554 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5798882469620962 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.653287549028975 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6514004755394774 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5560064041776932 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5555229734184343 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533454090451251 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.65060166387465 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5762325787939515 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5756341348835592 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522662754885357 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.64988954497624 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5595764669669379 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.558752483521553 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533228400120078 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6508062418082841 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5832610321236079 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5836674743991493 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522662754885357 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.64988954497624 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5606908166230351 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5597954549406023 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501855330305334 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6476492971130609 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5777925618537639 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5768432518403047 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6553983870650131 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6530425023491264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5713565449569716 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5712471393290041 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6643286573146293 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6643286573146293 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6616493650808727 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6593407801658335 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401384585003663 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5382450815931591 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6564555498292878 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6539605967788419 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691213118449959 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5685829667848412 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6553726599314175 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6534331258278769 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544523971382105 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547614368812348 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522537743702471 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6500898219535434 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5572030368200563 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5579803652187435 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512130136501284 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.648972619678735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5733443674461348 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5726753659909628 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5743218988236242 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5722857105179271 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5458180471764357 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5448313938234957 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5643392047252399 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.562292385997318 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687376 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5482873187413183 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5469936478378948 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691453308637083 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5679567761694231 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636535568022475 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6340856535939616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.558837080996293 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5564071911638774 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.548366894167825 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5463030667643433 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561347147745985 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5606662427869616 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581082900658608 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5562355329596596 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5597828988057097 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5594305405104226 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684416473078995 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5655146296391408 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5589866072752274 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5572032778757969 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407608265504153 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.639002916295137 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323788332831473 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6306581476619734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5674551335135378 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5653188577579524 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354815234445228 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.632956025505917 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5820680654865199 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5802228014483265 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5664994363567982 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5650660543975281 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5532372740396972 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.551269417766087 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.547006246804584 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5452087842742382 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653462209793684 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.564669283854962 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407608265504153 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639002916295137 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5649767875105492 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.563200524676576 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740814736796336 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5722270452854374 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5517268530474921 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5493868585343707 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5606908166230351 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5597954549406023 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771221122863031 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.576590707540575 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545350854812452 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5446540785149604 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6354815234445228 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.632956025505917 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5705108194402153 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5708060697864155 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323567350218992 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6304450897271345 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5810458966524917 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5784344922820769 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5811894684484868 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5792526166581795 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407495801129166 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6387979130027562 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5666772097873579 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5663906466419756 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5600389210615188 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5589170236747426 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5589236259510469 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5578769809717571 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6354860559107041 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.633175899537769 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5553965767537015 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5540311955078989 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386444367059749 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6359044202501855 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5586703066719533 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5583793883813193 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546703433994833 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5548814498630614 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428397875169534 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6406256657677092 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633443654986742 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5632330671669296 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506634035565487 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5503681301206629 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323567350218992 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6304450897271345 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5467662138708033 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5451408107722366 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.570028625035877 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5689189052240681 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334638565364803 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63198790649515 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5557802599051161 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5554253636059722 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6343031992157416 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5573480745126018 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5566632017189613 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302601245228883 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6284089745190196 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5407041675818166 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5397861574379024 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5462897790063153 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5449936197930291 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544523971382105 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547614368812348 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407495801129166 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6387979130027562 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682438997497361 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5681895204370752 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5566685808931021 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5563765738161551 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6344715199905896 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6326930889971691 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5745644651664237 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5723408661907325 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.636540398725446 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6343031992157416 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5685749825727895 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5663456446887334 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375927979762028 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6347730697476702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764854554197947 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.575064535905631 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5722328585742914 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.571630683325857 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396984524662793 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6376763895684344 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5734446588689462 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5713144597199117 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494865574473126 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5473320518720747 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376038152959034 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6356408636671337 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569254601454787 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5558764243245703 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396951731879175 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6370342918891845 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5744882516071954 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5730648396040104 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6343031992157416 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571589381910061 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5559555755074626 в дереве комбинация ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6367629716675607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602613678060346 f1 комбинации ['diff_players_overall_rating', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5606560704505392 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5474900489955098 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5453335178847549 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5423772777087946 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5403070720519778 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5682627160913478 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.566993928286553 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533057003575706 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6510075610139309 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5275249644774817 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5253481780115573 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6532939496686896 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6512056346175549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5467662138708033 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5451408107722366 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6480781611532244 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.646416464515661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585106211064008 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5570672691910458 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.649120326942686 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6469376783435392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5558377779053439 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5525905441807115 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6449471054192054 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6432698743858792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5688991979122517 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5684900146382781 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417999794784911 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6399180144521929 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5713448308294431 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5706738454569624 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5593312434125184 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5565034711100196 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6459856837559743 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6441872024124378 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5667355425271869 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5651346212877426 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449349535278014 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6428677956731478 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5706841411436443 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5698001036919522 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438897125494458 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6415391693173333 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5537926656897924 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6428496804034609 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6410367026822067 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5705108194402153 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5708060697864155 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6501614339790692 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6484485538000538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5753702131742054 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5740297966061995 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6449471054192054 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6432698743858792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5649148046329362 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5650202823280976 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397450698498446 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6382881073780899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5796450961560554 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5798882469620962 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5722328585742914 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.571630683325857 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6480781611532244 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.646416464515661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5797960933086781 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5794564250326762 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6480781611532244 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.646416464515661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5755770142452946 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5753544887102324 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438907384568423 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6419523759524629 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5789052840067281 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5778825474436232 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6395024600520911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5700103007079995 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5695380147971323 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6501614339790692 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6484485538000538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5647386096615485 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.563135240236192 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5802479545013655 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5789940965557477 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449385342565067 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6430704890692762 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5655732840891047 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5647558510926883 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6428791767359865 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6414344316711124 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5779408714010311 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.578466414572372 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417999794784911 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6399180144521929 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5742553352963566 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5729940124211503 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438897125494458 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6415391693173333 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760224474204921 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5749200341536633 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6459883193764749 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6435758785825759 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5428871111587419 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.542459249860077 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.643896732011509 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6413275462147074 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5245268485847582 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5252014226565384 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533922000419925 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5344429995104354 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5363020803313004 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5349934795687 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6428397875169534 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6406256657677092 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5361589211833429 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5365824304752264 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6481020700619116 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6454033695531767 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406547746622931 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5403540572948425 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6417999794784911 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6399180144521929 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5230460921843687 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5230460921843687 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5239974978227072 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5234885931242673 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5452509327800429 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5432742180826319 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6428496804034609 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6410367026822067 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5448644194916327 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5449751340482865 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.642861994516763 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6412372240974797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5291906886213678 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5279527739628882 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6449545087106527 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6422397337367144 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5129658124229802 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5118641780864648 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324054111382322 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6308677707468583 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5308291498927202 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5309435302524186 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5179162233799169 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5179756347153336 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6438907384568423 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6419523759524629 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5268190728644595 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5269345005964564 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6435758785825759 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5259980544698939 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5254907418926528 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345533493344179 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6333082998109676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5140280561122245 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5140280561122245 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5146323395372283 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5143174679477093 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418019980596147 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6390734250808182 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5334255766911471 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5320327342997683 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459883193764749 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6435758785825759 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.552118346210696 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5502387158374925 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449471054192054 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6432698743858792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5282359361580303 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5275927161911319 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438877268070314 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417474413710363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5279387975198226 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5279969312908984 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6459814974351935 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6439867374527332 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5265844300949515 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5268109106652366 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5422946995363094 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5409935637032974 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5286444199891862 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5283371699038579 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636667523778389 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.635537035250695 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5455838936818821 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5447446258555707 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5415860156004377 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5407423808081472 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5310324328437259 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5292161261388268 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5529291285343426 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5518753110301972 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5437723432033351 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.54340983289262 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313199037847751 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6295342859632308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5367068377735731 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5357842979373624 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458180471764357 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5448313938234957 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355785241981547 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6342239288093046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5426335234118268 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5428512187782794 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464668509768928 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5457004847826201 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417930896366555 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6397119154697356 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5392845787246344 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5396561014014964 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418283426756896 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6403201966624829 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5343911224300871 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5323124124354905 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6438877268070314 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417474413710363 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5526642067348738 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5528764113489312 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6395024600520911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404691621686195 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5396965264317297 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.546432035286636 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5462572261220323 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6356107636170947 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.634423362175897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593382757695254 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5592260310858921 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422349569268406 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5416047966430899 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.529999167764267 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5294950394294236 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.63663480618481 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6353398327760037 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.539179349181953 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.537953774514522 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.64082330521664 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6395979039387096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364707029631038 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.535693887531136 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386719726973695 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6369691299080673 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5405357867930072 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5390700024764609 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439795812659187 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.642927447225699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5328823992278561 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5304310356914919 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5462346771465008 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5456082482007921 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407495801129166 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6387979130027562 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502848584763211 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5489936758827606 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345215509069932 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6331066229438814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5513494646625269 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5506586401169609 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5562442933689193 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5566437971213205 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407608265504153 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.639002916295137 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5460352651269149 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418117413494764 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6401207704400085 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5417435471175094 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5419090131804798 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642842266820359 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.640832854337952 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482101444946887 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5486192504628828 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292450215087446 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5296268225649277 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376617970239997 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6362560180936973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5417710237530383 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5414072444403946 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.552884573548154 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5529931933602109 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5517776210045225 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5514201867015214 в дереве комбинация ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725 recall комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725 precision комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5160735489977663 f1 комбинации ['diff_players_overall_rating', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5165210638291322 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.649120326942686 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6469376783435392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5522823982113241 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5509937039276266 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5563443139616426 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5526585091955367 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6564352923269494 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6541585449540835 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.549881309430258 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5481741097767311 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543445333485982 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6521241834538136 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5603461270858862 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5582950561890743 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5620155495955015 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5620693396478186 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491441564652052 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.646527047709923 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5568405670141056 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5544090253583092 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.651226229512997 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.648770126600169 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5592270299844379 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5572658175286782 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6554194505110187 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.652842357016399 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5478164543437687 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5468321349495463 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5569898805301202 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5552041956088704 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6491296190139861 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6467340113920542 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5655662704033674 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5653392643873607 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523074081123139 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.649479192891646 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5584670027137116 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.55877259510753 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6564555498292878 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6539605967788419 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645938788855326 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.560674769559559 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6553983870650131 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6530425023491264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.575441167320749 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5733129937072315 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501716383181597 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6478540190749392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6502047390871127 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6474412812224114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5458876660085047 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5441756505712154 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6543335685689703 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6523200663572964 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5606908166230351 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5597954549406023 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6633266533066132 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6633266533066132 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.66064482417004 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6580316485814439 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5638049173621329 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5639615333337172 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6554194505110187 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.652842357016399 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5668982681619817 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.566487648116878 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6553679178383393 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6536236294613295 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.577343440679518 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5766784070589631 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533057003575706 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6510075610139309 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5618622396955183 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5601694873932781 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6543335685689703 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6523200663572964 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811317235364106 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5799579768313836 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.558682616728702 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5588915268913223 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6522465973657212 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6502868503710818 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5542357561503617 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.554637660456711 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5526961570065476 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5517917359395224 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5412924901678124 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5416619571688103 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6522841398575625 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6496860063783032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5513260963112279 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5512119589238175 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6470322163216478 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6453025246742787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5820606978753127 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5821119327989482 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6470273881095524 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.645104275456346 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5564629989906822 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5557070820341043 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.651226229512997 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.648770126600169 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5542357561503617 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.554637660456711 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491296190139861 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6467340113920542 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5709001276625217 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5704923811596783 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6522537743702471 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6500898219535434 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5605890057812772 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5583520160194014 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6522447068049141 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6504806430844464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569254601454787 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5558764243245703 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682331383546313 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5676272317681548 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6470569773740166 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6456892069707315 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380013943530135 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5375036345029652 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5498747543830106 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5575576753298256 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.557327084929063 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6491173272240902 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6473351749626783 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5667071633871397 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5669116809478437 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6449385342565067 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6430704890692762 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5755377263215213 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5761986468843352 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6459948883273794 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6443843752312682 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.566496213864714 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5667949115601202 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512447827551652 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6485643557922866 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.567604828902015 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5678564067796263 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561347147745985 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5606662427869616 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6501614339790692 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6484485538000538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5573352309049511 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5572225130453734 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6512050958156439 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6491718482304852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5706806613450601 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5703962757723037 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449606335863787 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6434659646361486 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545118910521075 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5445597445176399 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6491173272240902 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6473351749626783 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5556334262188511 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5541033344777677 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6480770011477835 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6458184931736384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5647010267225302 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5649066424337134 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6491162419625982 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6471380618434155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5664579198088895 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5662900196707287 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.651205004137555 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.649560563531257 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5707194367163584 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5709217579761044 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501596261624722 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.648253634384867 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831227126172832 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5825965131073754 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460090778906754 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6445782687821221 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.55778818002269 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5579472096555615 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5660091874136262 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5655337172603614 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6501630153918958 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6480554604532734 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.547760284456952 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5479233368586355 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.651205004137555 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.649560563531257 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591163039676268 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547299358410811 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6480726549592234 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6462204183986525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644599174017134 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5637123598352917 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6543279796307592 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6525127323688392 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582338378054811 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.557618602873899 в дереве комбинация ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6470420904367707 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6454974976011846 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591566703031231 f1 комбинации ['diff_players_overall_rating', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5579557756177894 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5898026905601621 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5894693672938031 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355091781255272 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6336053377658326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5760224474204921 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5749200341536633 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5789052840067281 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5778825474436232 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5664994363567982 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5650660543975281 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5537926656897924 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5829016156178644 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5818836607379965 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731407950879425 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5719571763900766 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407495801129166 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6387979130027562 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5624606877989555 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5617110403849949 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6417911057224167 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6395024600520911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.583563735455605 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5827659538060945 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5597266597663485 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5556952538569976 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386410250154058 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6363405072981051 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5759306475991178 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5734160564594566 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6396913939611065 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6372517228762382 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5816742937267314 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5793611251507098 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5476451853116286 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5461051880110012 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6428397875169534 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6406256657677092 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5790492985713644 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5764365514872052 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5769029169133317 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5764994807238786 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302601245228883 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6284089745190196 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5729107865900237 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5718808775020634 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5735690402519937 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5727603411875354 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5642676366213418 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5629938721968214 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365499560199209 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6345173201433644 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.575839991671655 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5741640946125829 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538749528520114 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5521725689822469 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.63445334552091 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6324812049352494 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5720265658307487 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5709192815339331 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634439772435486 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6322658911333779 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5476451853116286 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5461051880110012 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6366066618094357 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6351392732322811 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558275017416333 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5569937880622241 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6367629716675607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.572084825727912 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5702281062447153 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355508277397294 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6340211224813647 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5709669677458711 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5691977714773553 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5492441034098701 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5472718179243594 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5844812158789177 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.584319533864555 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365354984386665 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6338646691031277 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771936510861169 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5736127470381226 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376184615217887 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6358492914516527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5422946995363094 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5409935637032974 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589866072752274 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5572032778757969 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365642066980319 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6347280303323649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5718156622224171 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5685694533171146 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397092205001398 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6378836529519228 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364707029631038 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.535693887531136 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407431770179426 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6385895505595943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5814306926761575 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5793085956691909 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5679444556089057 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5654238514282521 в дереве комбинация ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386917727118782 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6371719235206806 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5658239556035147 f1 комбинации ['diff_players_overall_rating', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5625773623909635 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.635495285241329 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6333923322563639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5807040767803942 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5799385625234383 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5753886332128243 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5763462248701331 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314119785464649 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.630159750240519 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5648804492589685 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5634344657758029 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375938920683583 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354290415216061 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5765217187203724 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5742708158119626 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376377989429782 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6360543384675793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5747995772599059 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5757699234450596 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313768853332312 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299546905089355 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5633070889675635 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5640296336612827 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6333966784142998 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6313556229911214 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633201719375498 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.563505083600514 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6272029429267333 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6258882585365062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5627983704660134 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5638696107520355 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418019980596147 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6390734250808182 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5625220799782181 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5633484124251713 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5690504192893586 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.567238837993716 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5634715411365486 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5642518836276741 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313199037847751 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6295342859632308 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5641399851437343 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5631369563978792 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386568934054743 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6367629716675607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637838164210852 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5642361789997371 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324364400045509 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6310739726554819 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5652651990535513 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5652894030674558 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6365831188443237 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6349353435209976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5702974484523442 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5687039719076861 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.636540398725446 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6343031992157416 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5723889510430406 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5681875784338775 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585676387295194 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.559514802055959 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407416513053658 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6383778153804687 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5518211403334286 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5529647883858775 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312678737011284 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6288777591226493 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5523370900823054 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5517358298676843 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6375887249359053 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6352138112070036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5605932766659727 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.559335258881679 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397247701462273 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6380875544537938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6042084168336673 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6042084168336673 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5994682398504875 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5994121477304704 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281934598682626 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.626588264991582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5901803607214429 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5840247414764489 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5833704971566527 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334145409551513 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6315698118645319 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5809123450548349 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5786634287639579 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6283089787832417 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6272137009158589 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.593186372745491 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.587332523206878 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5867882420359113 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6407416513053658 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6383778153804687 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5866496919568581 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5850249486418425 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314119785464649 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.630159750240519 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5766201450936573 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5745628295305172 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313461845867351 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6297462069508424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5853494870630087 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5849902539449002 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386410250154058 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6363405072981051 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.573080339422807 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.573261250277522 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5708741010368361 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5683842845114818 в дереве комбинация ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344942649912779 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.632901557133928 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5716590811325832 f1 комбинации ['diff_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5704386141448385 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334369435650862 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6317805684511125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5717788361869627 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5707154641122507 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386465665189317 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6365534353514795 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.593186372745491 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5868319808770369 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5855483160203312 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302385198555662 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6281912749686509 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691676218519642 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.567533672669927 в дереве комбинация ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355277025434374 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6338149299513827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741696764795594 f1 комбинации ['diff_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5716197263899673 в дереве комбинация ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323391461455261 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6302285830510146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5567165997069705 f1 комбинации ['diff_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5568854920859264 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в регрессии: 0.6513732097016129 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.6477082238670656 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression'] в дереве: 0.5526961570065476 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression']: 0.5517917359395224 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в регрессии: 0.6420003035596225 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.63746399681955 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating'] в дереве: 0.5705108194402153 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating']: 0.5708060697864155 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass'] в дереве: 0.5717908155074908 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass']: 0.5714460712237749 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в регрессии: 0.6433454866109649 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.6373663391262793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass'] в дереве: 0.5684966401693975 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass']: 0.5670657506991488 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в регрессии: 0.642229773738372 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.636467591283349 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass'] в дереве: 0.5558100830131008 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass']: 0.5548350994537485 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6420003035596225 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.63746399681955 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass'] в дереве: 0.5851271877606447 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass']: 0.5839583770520371 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в регрессии: 0.6388126127498819 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.6342691638267077 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass'] в дереве: 0.5437723432033351 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass']: 0.54340983289262 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6369205343383562 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.6309391547605901 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551612060788891 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass']: 0.5539553753971359 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass'] в дереве: 0.5526030289897648 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationShootingClass']: 0.5503583873500691 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6523074081123139 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.649479192891646 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5840141972383058 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5835530561758303 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.654481402008143 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6510960610438635 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.563324736244157 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5604989353342537 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6525629719668423 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6481687696805343 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.572726341124102 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5711327644423946 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6566409098805547 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6529222350909178 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5535900030203038 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5505535596243348 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492555779599728 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6456659527010775 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5748091928537927 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5723925176084222 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6545752527983656 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6506618306030827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5694603341640768 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.565653692051932 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6525063389378226 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6483955229871768 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5779271955966708 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5754141077172578 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6504339222080461 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6461232392717002 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5625050287315996 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5610666617942871 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6366371717016924 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6324657239319114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5606720324508044 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5603822029464833 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5764708620700163 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5763064164450766 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5575576753298256 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.557327084929063 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397361919606408 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6363614377037936 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.558275017416333 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5569937880622241 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.638667419251772 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6354545968711374 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.564971052445844 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5654834464111779 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334015241376757 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6297589960010274 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5556061501742555 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.556251571057672 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6366371717016924 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6324657239319114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5702329984644614 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5696289575470058 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5723125911173805 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5726928904381956 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5680915298244688 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5662302281632707 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5797960933086781 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5794564250326762 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5365413791678085 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5350706098732199 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5604501544522135 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5602801816061197 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555645616479746 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5558245665971565 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5731217120656495 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5725868371627082 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5629097661188059 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5630157675001165 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5586921517189132 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5577945251903322 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5736883095456009 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5713679873863527 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5722328585742914 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.571630683325857 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5404858222029244 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5375477552251084 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5453540185017827 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5425193463252004 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5693149754916151 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5664921316706046 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591203112933623 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5585732908401739 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5537233490927749 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5513851429754602 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6347533569337728 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6288831054834905 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5671342685370742 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5588945491609019 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5584781820312776 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56274167679591 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5611358591846415 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6355843908613118 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6313193187995424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5326478715468886 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5323427990341861 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6318344649396513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5698495265390249 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5681664058043093 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6566409098805547 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6529222350909178 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5880580093416848 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5862196185704932 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6536591393053102 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6490772272704275 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5789500742318489 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5790518861239653 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6613226452905812 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6613226452905812 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6589501212432312 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6543053609070366 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5660327434461339 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.564918152604338 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6535973002681635 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.6493050015202897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5677214923003299 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5636827549112535 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6502946436075077 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6467973333572282 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651209116243424 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5645790964069745 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6593186372745491 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6565924775121357 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6531364349558879 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5680306842410054 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.566918528914203 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.653726789033077 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6488460816396814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537770217963949 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5539376605367912 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6550870407193324 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6490365117247778 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5578084901804338 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5568358405797991 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6420003035596225 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.63746399681955 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5538063223857348 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5543787811193648 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6432091322532926 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6378737300761995 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5498747543830106 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.64419314222939 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6392697933170954 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5615619728665965 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5613331746582119 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6430948105184779 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6383669883216466 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5722328585742914 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.571630683325857 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6408370023179822 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.637035788745489 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5713565449569716 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5712471393290041 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5600075174720665 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.559527270955205 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6432745277141709 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6376218093876362 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5549272943399106 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5538758676773836 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.643592329657195 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6365784626707102 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5595764669669379 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.558752483521553 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6413316043766718 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6347871456305699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5571201111830355 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5565713556512406 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5537926656897924 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551612060788891 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5539553753971359 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6403666228161845 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6333542859159538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6403666228161845 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6333542859159538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.573359589821546 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5732506573695229 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5616441119699132 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5622753053872059 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5470941883767535 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5462052013040307 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5461481502505685 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5471191106314018 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5465616797065733 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6389022200460001 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533399588268801 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5536970917726927 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367109445501449 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6319712187986884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.556750878198995 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5551377160299897 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5802322990136117 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5796375864412615 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6425478769399741 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6354140932984483 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558275017416333 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5569937880622241 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6436861378489062 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6363086246431588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.55076007960208 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5491395728753378 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6409095760345385 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6365608133588538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5622335580251412 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5616220544316013 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5537926656897924 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6318344649396513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.54042426992996 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5402473880574236 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.635867707107192 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.62977767424099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5435849546411599 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5427435033318588 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6435043270670445 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6368446828382851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.535183884957719 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5339533742938685 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6456770497574174 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6389022200460001 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.556459699925961 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5567670159943825 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6449931727653652 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6418042373335621 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5557802599051161 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5554253636059722 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5548926896603619 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5544734489884774 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6471379462183326 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6436236815350895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5653833949639534 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5640304960570491 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6461331150364389 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6422628867602089 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5784734505222416 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5783096957999463 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.649219646223074 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6458862403269118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5724656851655655 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5722998577353374 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460957894625229 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6424901775177746 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5605344515735139 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5612034518929645 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6492969692215543 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6454422987583582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5664994363567982 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5650660543975281 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6558629911995 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6508936263531525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5675684191717527 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.567342309251935 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6556633427914721 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6515729794714702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.563324736244157 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5604989353342537 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503819309706947 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6463513109115208 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5642334181349712 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5636237802104525 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6546307469049506 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6504397350628328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.572491047794596 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5710651433023898 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6526253381523022 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6479386426358069 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5662332782448012 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5656255059893036 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6525629719668423 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6481687696805343 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764854554197947 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.575064535905631 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6613226452905812 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6613226452905812 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6590267156886848 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6540792477061126 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5680915298244688 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5662302281632707 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6493438676181031 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6452152639286893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5706841411436443 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5698001036919522 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6525063389378226 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6483955229871768 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5620368618563905 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5609173999846077 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6546920217256387 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6502143000893685 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5706806613450601 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5703962757723037 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6558629911995 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6508936263531525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5744882516071954 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5730648396040104 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6503819309706947 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6463513109115208 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5689144549788876 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.56787976420769 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6534461196807829 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6499682433202615 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5672133712440919 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5652610172121332 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.653726789033077 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6488460816396814 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.563386031321903 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5620306359472191 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6547591306644297 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6499855109925754 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5705714767706676 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5683440518560665 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6514190937448603 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6474858589960621 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5618053045150997 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5608373228319002 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008018 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5527570124677184 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5511389539268884 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6504915456401745 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6458917742790383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5737957475190979 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5728417695882035 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6504339222080461 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6461232392717002 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5644599174017134 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5637123598352917 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6515905868666539 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6467985369262103 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5673182290757958 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5644943995584878 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6484803148223856 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6433690002112192 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5638037116824329 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5628380639579509 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.635867707107192 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.62977767424099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5712059511750281 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5716289435384019 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6423775149646053 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6359480463369735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5647010267225302 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5649066424337134 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6400104373615596 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6346695853041548 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.568713300051749 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.568916719461974 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6410579253651338 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.63582202316445 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5712059511750281 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5716289435384019 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5828726583646711 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5834219670242354 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.557355781713236 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5577088033073202 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6391588816862989 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6327296084228549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720381237354071 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5720906362233834 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5638623844754416 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5644152950581178 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593636931564139 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5597146590746338 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5736249625290352 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5738723268708612 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6399555431465405 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6349218633311916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5662403817092174 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5661857595110292 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6423775149646053 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6359480463369735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5769450357177184 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5770473712959843 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432091322532926 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6378737300761995 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5498747543830106 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5615846952749949 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5618404866883915 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5732151313331247 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5736353653485264 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5777453434250001 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5783385969326295 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.563656765901799 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5642832168303838 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5720108573551861 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5715401635655177 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5673953389291256 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5677380821438889 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6372201898700335 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5764708620700163 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5763064164450766 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5646754840085066 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5643878320768113 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.543749126230657 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5439137877398651 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5495490802562839 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5493149054707656 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5347081728694513 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5337833681870924 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531197109623821 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5525674852733736 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5413517815790688 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.54065103744696 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387733738681155 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6345132686453827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5537926656897924 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5275254438040441 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5272814119604474 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282518247200226 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6227149576521911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533291411758022 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.553215476964336 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5453169617175047 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5452014048022613 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5495817717633267 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5487468709029941 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5651302605210421 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580065199395393 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5580608210175927 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5428871111587419 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.542459249860077 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5314840271398936 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531760886232217 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.545118910521075 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5445597445176399 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5565076498973897 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5571870075166988 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5467001622941823 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5457889466887124 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364190930255092 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5362408293476844 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435849546411599 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5427435033318588 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400019510002002 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5395057832713508 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5393078271237816 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5391908506807054 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5411139350299491 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5384756763846436 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547760284456952 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5479233368586355 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5415175831849274 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5417874197176084 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5409401337009339 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5398719711470774 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5646881464312786 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5637973144411424 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355843908613118 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6313193187995424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.551992975455596 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5520480430722537 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5560064041776932 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5555229734184343 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5462346771465008 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5456082482007921 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5170340681362725 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5184776365382835 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5176820124784646 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635867707107192 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.62977767424099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5568936194106318 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5564758155098775 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5517776210045225 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5514201867015214 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460352651269149 в дереве комбинация ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5362353765973505 f1 комбинации ['diff_players_attr_sum', 'diff_players_reactions', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5355996193065365 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6428397875169534 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6406256657677092 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5921843687374749 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5921843687374749 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.591883024946199 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5920283771651101 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6397598911350553 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.636130250533241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5578084901804338 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5568358405797991 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5888961130345687 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.5878853306795563 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6418842991021831 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.638174462608897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5700991259449544 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5705638012725568 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334015241376757 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6297589960010274 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5691453308637083 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5679567761694231 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5533410041650602 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5505102747736684 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6408706887107993 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6368000457172063 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5707294082584635 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5691333833908438 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6355549980552813 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6315636957816584 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5665923286261239 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5626717024251974 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355549980552813 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6315636957816584 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5463703553481483 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5443044018602216 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6387733738681155 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6345132686453827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5491003273544577 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5464674395641302 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312622592665437 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6279534022306172 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5666772097873579 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5663906466419756 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.635486688970398 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6325058959786188 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5568405670141056 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5544090253583092 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344568533428917 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.630901182358089 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5568405670141056 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5544090253583092 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6365608133588538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5694516419653407 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5673173917452724 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.529999167764267 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5294950394294236 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6445474509170764 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6380048370356347 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5197565097997732 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5193787714659157 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5266426942103352 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5263343553386939 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6455072306775714 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.639420920774289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5466599519988465 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5463625009903347 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480041775889467 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5475143783448926 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6423775149646053 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6359480463369735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5524450943504599 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5527558577680871 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5308815326571219 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5304450507316761 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6423008468545326 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6362096112311062 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5304730141548304 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5296899291802455 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6456770497574174 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6389022200460001 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5566764800640926 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5568864883771918 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5478741977358238 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494044858275503 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5480316151784088 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5273833007594084 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5245397573161471 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.642229773738372 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.636467591283349 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.545544782719513 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5453088157416169 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5230460921843687 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5230460921843687 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5261619228383152 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5242525083081034 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5393522449623771 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5386495169129598 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367109445501449 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6319712187986884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5304730141548304 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5296899291802455 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5401759956204581 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5405947038044452 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5272371100655666 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5276209667976139 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545544782719513 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5453088157416169 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6466297405404534 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6403202370929015 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.567816075588428 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5679710824524877 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6380376430596633 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6318344649396513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5479839457996337 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.548039524442028 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6428422775953256 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6404151234628322 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5740245066256204 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5729196578437983 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6449545087106527 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6422397337367144 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5658104964752805 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5659663078931024 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6407431770179426 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6385895505595943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5822457406526627 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5777010531548352 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6417999794784911 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6399180144521929 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5759306475991178 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5734160564594566 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.642861994516763 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6412372240974797 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5689144549788876 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.56787976420769 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407416513053658 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6383778153804687 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5951903807615231 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5964475910458387 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5957334710400407 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5824770668575927 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5810636248104926 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6387392802783808 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6347538487916694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5773675768162558 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5760296567160293 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.566696158647163 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5635572505317575 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5642676366213418 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5629938721968214 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6418842991021831 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.638174462608897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5887746666978432 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5889671046032775 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6420003035596225 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.63746399681955 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5776010887137132 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5760982372613755 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430457782009616 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6386083580723251 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771362593121765 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.57595757661073 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429637186430125 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6390806575412893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290582 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5706903370835879 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5675521498403915 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6398225830795364 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6356574324951957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5612236152993514 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5592646174495419 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6419177231728609 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6379411176363639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5717908155074908 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5714460712237749 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6408706887107993 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6368000457172063 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5668982681619817 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.566487648116878 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6441389411257261 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6395122228262192 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5806774656642534 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5798047524433022 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601049380175823 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5582344720003818 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5744560654155025 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5737189570867757 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6440901681037916 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6397511692087327 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.572491047794596 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5710651433023898 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6365608133588538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5796777976814489 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5773628407096205 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5649181233677514 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5638786509133169 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387392802783808 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6347538487916694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5687324753928253 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5671340023392932 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6377043008519641 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5729636944909783 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5711968537442818 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6430020971432179 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6388462426427431 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871231128379366 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5866003834852422 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6440467729316571 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639986648045198 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5620368618563905 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5609173999846077 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6463367285258879 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6413193967641574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.583563735455605 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5827659538060945 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6334212055431537 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6295168274248899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5704938439819968 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5690654470007694 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5824770668575927 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5810636248104926 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5669735142556565 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5651996069435025 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397886734140645 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6358955872275297 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5769571479811928 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5751950182781348 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323450549811256 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6286152580150588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5724568358127448 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5717176376364788 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5810551941355077 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5815394853428665 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6334212055431537 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6295168274248899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5535208246500488 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6355549980552813 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6315636957816584 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.566496213864714 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5667949115601202 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5586703066719533 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5583793883813193 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.630213646548707 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6265690610895219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5590145808859097 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.559844972778809 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.558682616728702 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5588915268913223 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6387392802783808 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6347538487916694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5640696050241162 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5645436676455364 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.638667419251772 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6354545968711374 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5861620351343985 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5834515246987726 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323450549811256 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6286152580150588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5840652127032938 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5841161921140612 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751219121759762 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5745887723516417 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5749089523955919 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5738814341492499 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.636583569667922 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6329460511538891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.580478361433117 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5811534114084398 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684605082611149 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5682932990255981 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5649767875105492 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.563200524676576 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5793429772962096 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5786799275929633 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6365608133588538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.594188376753507 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.594188376753507 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5931183004027554 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5935815145416329 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5509997002947984 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5492069488080912 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271879632973077 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6215505114463454 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5593312434125184 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5565034711100196 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5584475659999881 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.55827690225125 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5562339776956511 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.555616877095048 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5535533777930548 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5533209951999143 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6249852721108486 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6197671077839243 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5494044858275503 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5480316151784088 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5682438997497361 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5681895204370752 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6304679909248075 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6244994595919944 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.55076007960208 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5491395728753378 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5447692810051649 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5431414297206859 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238343446666117 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6196694210983659 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5553485378959102 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5546616811849612 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6260846473154392 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6206589083750913 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5495960851804386 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.546558480154329 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.626122545544062 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6203843851765642 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5484540465451408 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5491541187641672 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5615754060076602 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5607536060452648 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582263095471427 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5581707158068449 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348788033963167 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6283422805216045 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.554234117585821 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5536151513161968 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6293578992497788 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6236073021450067 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5539686196260346 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5514374926236439 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.555090121597839 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5524612619487452 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5451725455183041 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5439543748455022 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6359332242935087 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6295080130330074 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460533354974171 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5449143895056867 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6260515340781135 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6209296859422012 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5564629989906822 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5557070820341043 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.626122545544062 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6203843851765642 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5613886676798526 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5600307758373891 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282952682344348 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6224419223842792 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5567107125561013 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5535700022601732 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5547502384741295 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.635867707107192 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.62977767424099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5357268097780666 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5358946895023243 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440030642945733 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5435100808081217 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6227572792644112 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6187737588464758 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5498148615111017 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5488328760755968 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.626122545544062 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6203843851765642 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5555869619402365 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5525510993593379 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6250555351693557 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.619216568950591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633466843626767 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5626677633209618 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292753604749359 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6241444587844794 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5520052908833198 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5515186758816634 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6304679909248075 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6244994595919944 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5726823871239112 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5723990903374679 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5626894815271568 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5617963846908723 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6249852721108486 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6197671077839243 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5716099080332961 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5700996274113007 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6238667380008887 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6191436013677424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468889706592819 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5464639829028771 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6316416063210265 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6251150563859752 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5593382757695254 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5592260310858921 в дереве комбинация ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6369205343383562 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6309391547605901 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5389419678953657 f1 комбинации ['diff_players_attr_sum', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5378714144998908 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5855413457392262 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5825141953843821 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5644599174017134 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5637123598352917 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104209 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.648179221516492 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6447556994459982 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5529964270399057 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5512060310750174 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6407666993076562 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6377222343402124 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5639843722211377 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5597117287038305 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6492555779599728 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6456659527010775 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775552 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775553 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775553 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5971943887775553 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6483048724492497 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6440777088628661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5682331383546313 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5676272317681548 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6494543847002308 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6447509922127388 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5760659833179873 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5725983841037477 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6397598911350553 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.636130250533241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5624606877989555 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5617110403849949 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376354831679273 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6340860384575852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720265658307487 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5709192815339331 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323450549811256 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6286152580150588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5595764669669379 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.558752483521553 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5626894815271568 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5617963846908723 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397886734140645 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6358955872275297 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.582691016018167 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5824131631632883 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398225830795364 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6356574324951957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5569898805301202 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5552041956088704 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5833420505295929 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5826829686609636 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6333866672336717 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6299976143062732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5867048711835705 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5851284318032488 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6418560577946016 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6384043509751206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5502186817132464 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5506253871274923 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5633443654986742 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5632330671669296 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.64419314222939 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6392697933170954 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564034802651262 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5629177762944728 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312724743788795 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6277134655921933 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5607447439302718 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5591364781330909 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386534625788018 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6356812328435375 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5693452942127516 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5686723249229623 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6398225830795364 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6356574324951957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5677881766068971 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5674408943193242 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6398616659935189 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6354157708128808 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.575839991671655 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5741640946125829 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355110752007994 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6320418263819292 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5682627160913478 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.566993928286553 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6333866672336717 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6299976143062732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5743211283359382 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.574699027102805 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6344568533428917 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.630901182358089 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603461270858862 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582950561890743 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6419177231728609 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6379411176363639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5822685260333668 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5822158469193974 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6377043008519641 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5575712728569813 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5578298732942348 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6485501036140777 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6431258664024009 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5686854762395224 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5677991739416822 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6411181066349173 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6355686751632036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5616246068992681 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5601019443278427 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5454097585434495 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5440318949587486 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5647386096615485 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.563135240236192 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355843908613118 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6313193187995424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5648266229428555 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5624016885805817 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5295923813561042 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5287356456658764 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6443888426156114 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6385214466998271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.565458625061735 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5633203237706328 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5558717745628882 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5541717985850045 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5472475180949565 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5452730180034957 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5631521345273574 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5619561758384429 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547006246804584 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5452087842742382 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.644465293697493 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6382649241620039 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5461284023555312 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5442418987153259 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5488899004095518 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5484663494242772 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366715138655838 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6322202515792384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5574725912545238 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5553261878213538 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5467662138708033 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5451408107722366 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6443888426156114 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6385214466998271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5609833340203347 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5592023601427232 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.636583569667922 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6329460511538891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5733443674461348 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5726753659909628 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302482172126896 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6260735148368299 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561116421141391 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5542365939189372 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5603461270858862 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582950561890743 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292123425621191 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6246668594921803 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5842720440738854 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5842196078454435 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.555476082802721 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.553327653834034 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5713117219074345 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5684898637827218 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6421642378412413 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6367220033642438 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.547006246804584 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5452087842742382 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5638590614063949 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5621687169960359 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432745277141709 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6376218093876362 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5458876660085047 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5441756505712154 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524668901050566 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.549533558545408 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6476689747441778 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6414755024222988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430774289616754 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5435390381966577 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5556334262188511 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5541033344777677 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6443180383209233 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6387744214243328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5468579971031683 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5444181963304687 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6410579253651338 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63582202316445 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5626894815271568 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5617963846908723 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422946995363094 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5409935637032974 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5576304864456567 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5561028710944593 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400104373615596 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6346695853041548 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571201111830355 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5565713556512406 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6399555431465405 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6349218633311916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444294468344106 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5442539467671629 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6465479114928508 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6405753021163053 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545118910521075 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5445597445176399 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6497437909519316 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6437812120609342 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440030642945733 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5435100808081217 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5375361876459713 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5372966362833194 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5458876660085047 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5441756505712154 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6443888426156114 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6385214466998271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5443738165284714 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5423057369560996 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6410579253651338 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.63582202316445 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581082900658608 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5562355329596596 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.644465293697493 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6382649241620039 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5270541082164328 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551612060788891 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5539553753971359 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5509309627287745 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5498747543830106 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400104373615596 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6346695853041548 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370498884873856 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5375197727662839 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6410579253651338 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.63582202316445 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5617842182560067 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5614331289626482 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6455072306775714 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.639420920774289 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5244035623121572 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5242211532184666 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6401364000115721 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6341542983002084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5442348170366709 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5436065224219411 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5494865574473126 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5473320518720747 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400104373615596 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6346695853041548 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5487631467364416 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5471401918237873 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6399555431465405 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6349218633311916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5337212306649189 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5338899149429391 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6443180383209233 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6387744214243328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5512406887247835 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5492706178452231 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6443180383209233 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6387744214243328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5371816170698359 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5359535744041951 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6390877117429395 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6329952040376899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440030642945733 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5435100808081217 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5537926656897924 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6475115460296099 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6419771438996986 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317644265015542 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531394302179268 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468889706592819 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5464639829028771 в дереве комбинация ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6423775149646053 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6359480463369735 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5296716432703779 f1 комбинации ['diff_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5281093584607764 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.647217151293073 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6431703951328893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5740426385633883 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5740948955384965 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6460637994254763 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6427140655347683 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5620368618563905 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5609173999846077 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418560577946016 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6384043509751206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5789538747263001 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.577194100545061 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6449931727653652 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6418042373335621 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671211117346692 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5665810315959078 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6461758226904534 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.642032178454032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.575794154686431 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5748425107142543 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461758226904534 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.642032178454032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5873411237629762 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5866860097289639 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.552439800643312 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5522670641866413 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5540450986769038 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5529158947451474 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492969692215543 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6454422987583582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5609217917566152 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5598775376189437 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.540854342463372 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5409661043923242 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462775786918296 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6415604488328884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5662403817092174 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5661857595110292 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5528917599100919 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5524710824670772 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6513732097016129 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6477082238670656 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6483048724492497 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6440777088628661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5489327969232064 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5478741977358238 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6525063389378226 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6483955229871768 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5633443654986742 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5632330671669296 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.572491047794596 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5710651433023898 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5611600503845451 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.561596834487779 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418842991021831 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.638174462608897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644553313566643 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5642867403158588 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450904349680427 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6411255263370893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.545118910521075 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5445597445176399 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760471533913694 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5760991548536094 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6495181071713721 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6445137250640549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5816518073650623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5818935536591744 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6450203144766924 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6415814103691014 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5474071221854999 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5460317550685788 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.563386031321903 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5620306359472191 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6460957894625229 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6424901775177746 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5726828060477661 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5718010334422223 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460637994254763 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6427140655347683 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5588996890905452 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5590067378441542 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6474414444530889 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6422227168822903 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5722328585742914 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.571630683325857 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5638590614063949 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5621687169960359 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6386403031945195 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6361241736296497 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.569798933184432 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5688402873361026 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6471379462183326 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6436236815350895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5588945491609019 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5584781820312776 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6461758226904534 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.642032178454032 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5640200644234827 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5640735989629316 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5706806613450601 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5703962757723037 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526642067348738 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5528764113489312 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.638667419251772 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6354545968711374 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6450203144766924 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6415814103691014 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522157554255867 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5521594330287067 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5666772097873579 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5663906466419756 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6456569008462267 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5665746540877005 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5672281184573632 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.538885251658202 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5384545168172767 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6439088229313119 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6411125582724522 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5685749825727895 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5663456446887334 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6503355211304443 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6465760040604287 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544637693879242 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5537057625838073 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6517336444142667 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6463233161157311 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444158831994574 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5447335413154968 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.638667419251772 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6354545968711374 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.575567979292716 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5747614637112473 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439483773344606 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6406724316235386 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651784107007384 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5656096781080282 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6483048724492497 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6440777088628661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5732151313331247 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5736353653485264 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6460637994254763 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6427140655347683 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5682331383546313 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5676272317681548 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5602336979153112 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5596203286527501 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6474414444530889 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6422227168822903 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5731462925851704 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.635486688970398 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6325058959786188 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5798336350934084 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5781625538180984 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5582263095471427 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5581707158068449 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5522342574759909 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5516134255373455 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418019980596147 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6390734250808182 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589236259510469 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5578769809717571 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5755565511395629 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5725264967093674 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6485501036140777 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6431258664024009 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.551551139229961 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5518139532029999 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6397361919606408 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6363614377037936 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5566685808931021 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5563765738161551 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531233297521586 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5535711472472807 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6456569008462267 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5620597647171701 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5625369564365298 в дереве комбинация ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6493438676181031 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6452152639286893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5555645616479746 f1 комбинации ['diff_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5558245665971565 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6238897900115071 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6188751042941916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5717908155074908 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5714460712237749 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6239498228536892 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6183268479688492 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5720108573551861 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5715401635655177 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.626122545544062 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6203843851765642 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5698495265390249 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5681664058043093 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.621710316921635 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6170904671433096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5475377168119475 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5478033398088433 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5682331383546313 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5676272317681548 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6217280459449007 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6168205226461817 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5800130839439326 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5795487586390594 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.621710316921635 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6170904671433096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593913040378022 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5580309157275591 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.621710316921635 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6170904671433096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5749019871630618 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5744971142024784 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474071221854999 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5460317550685788 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152410536838743 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6109310644700117 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5604542687064781 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5575240940922743 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6184800160887389 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6138751817020882 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5733443674461348 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5726753659909628 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6216970633717055 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6173566609587038 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5441317544038096 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5422429596746036 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6227981538432178 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6179828925350447 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5642334181349712 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5636237802104525 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292414349631502 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6244074950037096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580069608248798 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5575251221868198 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5760471533913694 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5760991548536094 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6228480913923656 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6174369300490231 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5758383920410184 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5759901806900285 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6239174699108558 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6186028590979914 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5553321860403766 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5552189950048547 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5641579158746178 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5649415010050691 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5366513231045908 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5363484281645143 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6195663018782943 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6147659409981721 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5625050287315996 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5610666617942871 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6232464929859719 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6184800160887389 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6138751817020882 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5724656851655655 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5722998577353374 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6238667380008887 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6191436013677424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601049380175823 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582344720003818 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6238897900115071 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6188751042941916 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5656187273528794 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5641010175612259 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5568936194106318 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5564758155098775 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6315663018494906 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5486616777776977 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5483653155554988 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.617397474763128 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6129841986944443 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5783149764629779 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.576283040326171 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6195663018782943 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6147659409981721 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5806892902393158 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5804103485981241 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6260231590801423 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.621196735592175 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395040151882985 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5373393819354758 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6227981538432178 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6179828925350447 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5606720324508044 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5603822029464833 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292414349631502 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6244074950037096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422349569268406 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5416047966430899 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392355665267561 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324603715961574 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5647386096615485 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.563135240236192 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6206262330444229 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6161978227633537 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561347147745985 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5606662427869616 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6216970633717055 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6173566609587038 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.549881309430258 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5481741097767311 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.572725573380968 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5729267964902347 в дереве комбинация ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5495817717633267 f1 комбинации ['diff_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5487468709029941 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6357525671066538 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6303060250339142 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5473162244973462 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5476795244707514 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5395108719759206 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5397821130205301 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5509449851691504 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5518056115510248 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6437858172485322 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6360351510556478 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404004431928922 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5411212300116357 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5377213645458551 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5386644131013075 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5494118967846083 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5504149376035925 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.633624590665974 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5439040557422474 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5451711808053313 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513677433856655 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5520962002616435 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6447291310637635 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.637473900680943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.54606332292925 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5471528653256813 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.543084905786157 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5443859252745751 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5399515213407631 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5404631331374555 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5663105537439571 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.56727940464454 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5439040557422474 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5451711808053313 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.550254153378943 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5510205633083275 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6433454866109649 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6373663391262793 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5406396820868806 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5416019618445889 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6360041145686056 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6292346711509645 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5583450301412541 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5594401031564816 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486964062021152 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.54992988490633 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389616855556636 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6335155409387708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5398306372117627 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5411372223202348 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.633624590665974 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5354750386312761 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5367733789683438 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6455892439566895 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6391633518689892 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5485863238562567 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5497471750097869 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6303018909243404 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.625563488605702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5433004016109904 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5436678129361239 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.549783897549852 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5503641755438636 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6381087621183394 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6315663018494906 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5339389414300223 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5352766945849591 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378069030296564 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6328708625633895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5513320473837021 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.551691236005379 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6413316043766718 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6347871456305699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5397278354601451 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5403276616051105 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6349495149860814 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6280663271846469 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5381644701572734 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5389674240682827 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5492039800263555 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5502538498026796 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5497030540911406 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.550841150442011 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6391588816862989 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6327296084228549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5294148408653281 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5306994979954643 в дереве комбинация ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6434220665521061 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6371073025918894 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5532514686792852 f1 комбинации ['diff_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5542784238536624 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6379719531686115 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6320989853693108 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508974284673884 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5514344123459504 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6389067184769751 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6337703162527003 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5334607713846755 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5344852389308231 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402842999431699 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.633624590665974 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5389911690726198 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5403450022171434 в дереве комбинация ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533819086303201 f1 комбинации ['diff_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5541047374802012 в дереве комбинация ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5422861487096219 f1 комбинации ['diff_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5435244069373208 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в регрессии: 0.6460957894625229 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.6424901775177746 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating']: 0.5535208246500488 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в регрессии: 0.6429637186430125 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.6390806575412893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass'] в дереве: 0.5624606877989555 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass']: 0.5617110403849949 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass'] в дереве: 0.5689144549788876 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass']: 0.56787976420769 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass'] в дереве: 0.572726341124102 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass']: 0.5711327644423946 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6397361919606408 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.6363614377037936 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass'] в дереве: 0.5575839208601691 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass']: 0.5545486390943408 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в регрессии: 0.6418560577946016 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.6384043509751206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass'] в дереве: 0.5585106211064008 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass']: 0.5570672691910458 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в регрессии: 0.641814948984188 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.6388538175717186 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass'] в дереве: 0.5539974902835771 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass']: 0.5540523023873668 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в регрессии: 0.6450904349680427 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.6411255263370893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass'] в дереве: 0.5496422455384342 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationShootingClass']: 0.5481047246276928 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.630213646548707 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6265690610895219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5620155495955015 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5620693396478186 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6355843908613118 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6313193187995424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5775669183334382 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5767625862349591 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6355843908613118 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6313193187995424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.56312625250501 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.56312625250501 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5602298275876614 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5601744767328908 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5540058475305064 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5535208246500488 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6344764634135439 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6306614549405957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5908942788401369 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.589885887326743 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6312874130310261 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6274699590681212 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5645022325441987 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5630663580959078 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.569798933184432 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5688402873361026 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5951655656528818 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.593244216104226 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5642676366213418 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5629938721968214 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6387733738681155 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6345132686453827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5698960217292657 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5704372034213696 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6378566368818777 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6326171672440657 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5855626744963274 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5847670763298062 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5880580093416848 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5862196185704932 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5921843687374749 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5942307326463863 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5929942928698085 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6377623833398963 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6331209829759096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5672133712440919 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5652610172121332 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.642049555932892 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6372201898700335 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775552 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5971943887775552 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5967992133562809 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.596987258659799 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5793687244152691 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5792612114910789 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5825504419579361 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5803344948600646 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6377623833398963 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6331209829759096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5615754060076602 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5607536060452648 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6398616659935189 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6354157708128808 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6008851078679776 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5998886705626761 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.630213646548707 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6265690610895219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.590294209381039 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5882750297509018 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5864514430320495 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5857268737885568 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6388570445307336 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6340215184154087 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.569798933184432 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5688402873361026 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5596275466724625 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5581024077111509 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6366715138655838 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6322202515792384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5510969254355846 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5484653803590018 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6355549980552813 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6315636957816584 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5868979472290006 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5858847740323697 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6367109445501449 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6319712187986884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5882317394529317 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5876444895566661 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5891233129482635 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5886023186741758 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5436510648580173 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5421061147776179 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5538116758457677 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.552834358327698 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5383842000694409 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5363097422437341 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344265601713579 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.63182491795607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5436510648580173 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5421061147776179 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6315992298501877 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5526030289897648 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5503583873500691 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6366078718459623 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6327076518661326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5424683917713774 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5416978458820265 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5418212328417695 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5408299115713945 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6451335055756363 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.64089243956828 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5647010267225302 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5649066424337134 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6440901681037916 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6397511692087327 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5800130839439326 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5795487586390594 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6418560577946016 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6384043509751206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5586703066719533 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5583793883813193 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6450527201749426 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6413551782829503 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5560020051115582 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5560565617024797 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387392802783808 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6347538487916694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5598068973477669 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5588365817058496 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6450527201749426 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6413551782829503 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410682488035788 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5415326163865332 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429637186430125 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6390806575412893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.552047157882032 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5509155184352822 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5688196509072303 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.566398020191718 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5540204034893856 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5545101116005028 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6408370023179822 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.637035788745489 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.562008074119253 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5615294197235906 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6429637186430125 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6390806575412893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5520585319261158 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5528844525340781 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5505218058560036 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5490684839845638 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375927979762028 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6347730697476702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5644479580071887 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5615193618657075 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5532372740396972 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.551269417766087 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430020971432179 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6388462426427431 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5464668509768928 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5457004847826201 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.641832955243445 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6386307977123084 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5638590614063949 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5621687169960359 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653474103632485 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5652365852074482 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6409095760345385 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6365608133588538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.556212071782748 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5534840084900512 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6418842991021831 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.638174462608897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5522342574759909 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5516134255373455 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6366371717016924 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6324657239319114 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531233297521586 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5535711472472807 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5435426339511277 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5433057708770425 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5424683917713774 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5416978458820265 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5271171095281344 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5265423278172388 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368052644764101 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6314624067143383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5389419678953657 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5378714144998908 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.558682616728702 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5588915268913223 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5387055026776948 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5377852276876324 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6380376430596633 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6318344649396513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5560020051115582 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5560565617024797 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5406547746622931 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5403540572948425 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5597828988057097 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5594305405104226 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412548891475229 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6350512533147897 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460088399518648 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5468559282985824 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.541310871988356 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5411943687212241 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5346345812088619 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.532372722844072 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6400707048611327 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6344137358668708 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.535183884957719 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5339533742938685 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6393178264174938 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6321874759139028 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5393522449623771 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5386495169129598 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6316416063210265 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6251150563859752 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5451725455183041 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5439543748455022 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5315913203968263 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5307367681895881 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5374203039752479 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5360324545194285 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5219258054779845 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5201848953381215 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411181066349173 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6355686751632036 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5460352651269149 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.525286513071761 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5251662243970747 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5234036872640818 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5241249879668248 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6327653592703752 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6260057528200188 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5446170521982523 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5423647586807371 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6316416063210265 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6251150563859752 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5511022044088176 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6360041145686056 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6292346711509645 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5569254601454787 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5558764243245703 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5580069608248798 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5575251221868198 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6260515340781135 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6209296859422012 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502220791124178 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5474905052483069 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.558275017416333 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5569937880622241 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6413316043766718 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6347871456305699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5668231369250428 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5643998543861499 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5604542687064781 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5575240940922743 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292782502607345 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5272838187157218 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5501216982589744 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5482397767967705 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327653592703752 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6260057528200188 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5511022044088176 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282518247200226 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6227149576521911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5455838936818821 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5447446258555707 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5542799379463271 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5529937319724922 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6293578992497788 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6236073021450067 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.539656944404406 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5381070415442347 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5453169617175047 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5452014048022613 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.541310871988356 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5411943687212241 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6359332242935087 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6295080130330074 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5413517815790688 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.54065103744696 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6381853686923951 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6312944785334591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5676820737655707 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5682990397167398 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6282132781447199 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.622984267590211 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.538191129141956 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5381331065463844 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5350701402805611 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5399591479776136 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5408274040630869 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6293141657967696 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6238777336457197 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5424268583821853 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5422506674122932 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.636986158995926 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6306720712151397 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5553485378959102 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5546616811849612 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6315821486438474 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6253914354000408 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531634739667721 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5519551752868092 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395870765597154 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5387412582844353 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487631467364416 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5471401918237873 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6338228604448161 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6271748637684698 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524645397851664 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5517044431335106 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6347533569337728 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6288831054834905 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5361451625969231 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5342472035117146 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6380376430596633 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6318344649396513 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5646881464312786 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5637973144411424 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5326380870109838 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.530374315676739 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249572227204571 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6200367479515229 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5525190096686029 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5510681802861843 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6360041145686056 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6292346711509645 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.536387661249764 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5343110773396123 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5391183101900948 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5385539389508396 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6259330465766174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5386212500826079 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5388411417500186 в дереве комбинация ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.552118346210696 f1 комбинации ['diff_players_reactions', 'home_players_attr_sum', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5502387158374925 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5603461270858862 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.5582950561890743 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6482156552964835 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6445330907891016 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5648266229428555 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5624016885805817 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5687324753928253 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.5671340023392932 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6439483773344606 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.6406724316235386 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5472475180949565 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5452730180034957 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5672047980921046 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5636270970858539 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6449931727653652 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6418042373335621 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5782504147663626 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.576994068510882 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6471748446982485 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6433987385206543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5555785888854934 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5547502384741295 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6493963224404732 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6449848334193538 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5680290940794449 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5680821175931574 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5991983967935872 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5991983967935872 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5990004593731523 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5990970344037766 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6419177231728609 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6379411176363639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5702474177902548 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5701932813631212 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6471379462183326 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6436236815350895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5915942043923781 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5913788476268274 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.640808471128331 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6372680578075424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5539686196260346 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5514374926236439 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6473181825338077 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6427034474992676 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.591182364729459 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5903894260843994 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5907481204196805 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.657314629258517 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.657314629258517 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6549110737118794 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6495178105524053 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5771362593121765 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.57595757661073 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462775786918296 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6415604488328884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5529079461785964 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5534414172124115 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472649140080546 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6429386364938169 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5991983967935872 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.6000186504157988 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5995702463229137 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.654308617234469 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6514705839431334 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6472601327244895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.55778818002269 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5579472096555615 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6539651666940862 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6481322646349476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.571509395832212 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.57218157244722 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6462775786918296 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6415604488328884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5645022325441987 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5630663580959078 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6472649140080546 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6429386364938169 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5904499022375651 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5897295126891503 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6504915456401745 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6458917742790383 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5609047276046756 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5610112526721354 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6583166332665331 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6560258443754443 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.650423915349172 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5822454942363685 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5809941246006136 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6420003035596225 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.63746399681955 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5865577845586644 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5874059439633984 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6451819803673847 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6406559027857963 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.561122244488978 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.655310621242485 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6528473838478465 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6472278679380055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5851703406813628 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5853778590089921 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5852717656126349 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6440087070693111 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.640218674684553 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651209116243424 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5645790964069745 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.656312625250501 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6538003049399683 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6486115495589938 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5921843687374749 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5922861162359601 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5922346515496277 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.648416216257933 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6436086748395577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5750236410018839 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5755184707434833 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6312874130310261 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6274699590681212 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5367068377735731 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5357842979373624 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5577163411833401 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5553817118576385 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.628092363036 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6242755450780264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5337212306649189 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5338899149429391 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6355843908613118 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6313193187995424 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5357670654021478 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5353994790837185 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5390781563126252 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.632453097812499 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6276151955174516 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5408861814084719 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5404568833386767 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6377623833398963 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6331209829759096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5612236152993514 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5592646174495419 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5354229403331976 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5340325944095984 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5445301944182057 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.543069395079702 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5438196400091025 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5428306526974451 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.628092363036 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6242755450780264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529964270399057 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5512060310750174 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302726446083783 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.625820319948527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450095200594767 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5432097020073118 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6366715138655838 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6322202515792384 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602054002296347 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5574796773178806 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5569624935769827 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5536075410230047 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.630213646548707 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6265690610895219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551731827232367 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5477077528027412 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5397697043027414 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5394046559881692 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302482172126896 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6260735148368299 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403807388891176 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5383084071478559 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.628092363036 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6242755450780264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5433139168529304 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5431978867617427 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5505218058560036 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5490684839845638 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6334752107469006 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6290217760817856 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582338378054811 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.557618602873899 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5493499280458353 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5486571195829607 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5593382757695254 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5592260310858921 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6291880381539048 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6249225691876616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5575712728569813 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5578298732942348 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323450549811256 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6286152580150588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5791583166332666 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5663737310078358 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5670914156283875 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6249338340037865 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6203026588835316 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644889110769635 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5647893324469727 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5678009514658489 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5686699082102012 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5593636931564139 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5597146590746338 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6335096227958876 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6287688610277848 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5756316737380421 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5758776335679395 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.625563488605702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5706014557638249 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.571244562833629 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6280822381162885 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6245228641639852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5479839457996337 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.548039524442028 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281506840361816 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6235117816939525 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5545685375117915 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5555220556349575 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.569297517427341 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5700354461673233 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6376887905674089 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6336105641384271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5615846952749949 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5618404866883915 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5646754840085066 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5643878320768113 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5777453434250001 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5783385969326295 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5535533777930548 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5533209951999143 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5713448308294431 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5706738454569624 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6367555115888165 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6317186093409508 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5666772097873579 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5663906466419756 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5604743055014622 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5607781742206775 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6216837565367309 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6181329109376127 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5484304887749586 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5487446995417921 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6270298405968977 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6231264147728655 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5453169617175047 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5452014048022613 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5655732840891047 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5647558510926883 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312874130310261 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6274699590681212 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484304887749586 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5487446995417921 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625563488605702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5625050287315996 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5610666617942871 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5653833949639534 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5640304960570491 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6238249205597954 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6199267780944218 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5460352651269149 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6259994771480228 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6214600747822029 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551199110727087 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5545694204623071 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5744682736177908 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5743031370902071 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323647673688464 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.628370634504969 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5653874274859477 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5657322263765752 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5680097440608128 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5675358660287468 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5582263095471427 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5581707158068449 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6238249205597954 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6199267780944218 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5651302605210421 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627044451857407 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6228729657405997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5695711621705493 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.568758096140112 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303750222113265 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6250388492382206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5749089523955919 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5738814341492499 в дереве комбинация ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6292123425621191 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6246668594921803 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580065199395393 f1 комбинации ['diff_players_reactions', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5580608210175927 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6344764634135439 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6306614549405957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5596275466724625 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5581024077111509 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6376596236552683 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6338500568186956 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5441317544038096 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5422429596746036 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376021110614136 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6345475298898487 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5481250503072528 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5462408377560481 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323145240268513 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6293277833731733 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5692099565590056 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.567259817132997 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6334015241376757 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6297589960010274 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5486988271983041 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5477898764389822 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6386863466050251 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6352244975698385 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5675722231298269 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5667569736164 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.636583569667922 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6329460511538891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5497658635700997 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5499281114180208 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6354817224722105 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6327326958356458 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5374203039752479 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5360324545194285 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6315992298501877 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450095200594767 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5432097020073118 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508795350340238 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5509886785322298 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387733738681155 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6345132686453827 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5546948219106695 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5537926656897924 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6344265601713579 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.63182491795607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5586921517189132 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5577945251903322 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634426989121093 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6315992298501877 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5618622396955183 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5601694873932781 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5649148046329362 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5650202823280976 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387392802783808 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6347538487916694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581082900658608 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5562355329596596 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6375883483162201 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6349951586975507 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5518781311411348 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.550173339379489 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312558447883665 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6284226281561591 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5529964270399057 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5512060310750174 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6302482172126896 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6260735148368299 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5510969254355846 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5484653803590018 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323301370178614 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6288563135622889 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544637693879242 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5537057625838073 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312622592665437 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6279534022306172 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731407950879425 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5719571763900766 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6366078718459623 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6327076518661326 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5595764669669379 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.558752483521553 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.647217151293073 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6431703951328893 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5720316423781081 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5728374195382476 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376163261266802 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6343185244324666 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5625478524115762 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5632116740810975 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397038734801955 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6368134436596943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.571509395832212 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.57218157244722 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5687891870384851 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5693687321768603 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6372201898700335 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5808607338895017 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.581414362046039 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6365497875101316 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6334123257051495 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5667071633871397 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5669116809478437 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397038734801955 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6368134436596943 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5781384871727386 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5785906461085838 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429305956516367 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6393116180452464 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5745254250157166 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5748172280127106 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6482965931863728 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6451819803673847 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6406559027857963 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5758383920410184 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5759901806900285 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6418019980596147 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6390734250808182 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.569789496057194 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5694434827715497 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6439759236285623 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6404472642464476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531233297521586 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5535711472472807 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419177231728609 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6379411176363639 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.555347870270058 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5557029475400064 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6428799360365107 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6397632358368871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5779408714010311 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.578466414572372 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430020971432179 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6388462426427431 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5804836153142523 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5813679821677409 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6388570445307336 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6340215184154087 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5644553313566643 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5642867403158588 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376354831679273 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6340860384575852 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.56312625250501 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.56312625250501 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6407533749732836 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6379441713972432 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5620597647171701 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5625369564365298 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6513026052104208 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6482575230035668 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6443070988358649 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5707358731757739 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5716117549784884 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6503006012024048 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.647377008287074 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6424648128165855 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5891783567134269 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5891783567134269 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5872581658945676 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.587982737076054 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.640785050993412 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6374968680371255 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5642368636686987 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5641819985849831 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6429026827350524 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6395391392031134 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5556061501742555 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.556251571057672 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6495181071713721 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6445137250640549 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533819086303201 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5541047374802012 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6407533749732836 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6379441713972432 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5552752130057501 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5562907108791537 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6377043008519641 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740489099621157 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5750111333778668 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6419563755916641 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6377043008519641 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5577008985007978 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5586155937162666 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6397175331524293 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6365891638010787 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5684605082611149 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5682932990255981 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6523046092184369 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6492969692215543 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6454422987583582 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5675684191717527 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.567342309251935 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6533066132264529 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6505548538240367 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6456569008462267 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564971052445844 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5654834464111779 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6418560577946016 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6384043509751206 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5460352651269149 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6492985971943888 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462239606159192 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6417980375655012 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5774348961450155 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5777673609804576 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6452905811623246 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.642049555932892 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6372201898700335 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.572725573380968 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5729267964902347 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6386534625788018 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6356812328435375 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5710026055794679 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5715044610105612 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.577551891566176 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5782071841028931 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6462925851703407 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6430457782009616 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6386083580723251 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5589300553238582 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5599888841476206 в дереве комбинация ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6387102859929521 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6349909199496891 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.569297517427341 f1 комбинации ['diff_players_reactions', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5700354461673233 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5493230514466535 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5492084408832988 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.534839226920981 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5349525599083809 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6369205343383562 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6309391547605901 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.546432035286636 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5462572261220323 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6316416063210265 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6251150563859752 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5341345757500502 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5349497109882677 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281795801593959 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6232498698166078 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684583766072291 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5677149987358854 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.63147861263973 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6259330465766174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5439749161436715 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5440310058118021 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6357028364021958 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6305647491839766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5575576753298256 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.557327084929063 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5589394993122203 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5594624318117946 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5584670027137116 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.55877259510753 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5562442933689193 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5566437971213205 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6327004218310971 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.626283234984328 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5562227915066239 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5561669548807988 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5551102204408818 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6422845691382766 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6390219984777522 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6332571758302598 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5485863238562567 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5497471750097869 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6358075063256511 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6300436724384129 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5600110347675205 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5600650803327056 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6227981538432178 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6179828925350447 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5716182513200285 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5718670201737831 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5490981963927856 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5490981963927856 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6368602544111458 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.63120259418225 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5459794309716526 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5460352651269149 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6432865731462926 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6402075790121342 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6338912556383125 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5568936194106318 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5564758155098775 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6315278352022498 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6256640928436678 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5757934544080844 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5754512481282256 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6325367662779328 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6270934308862305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5417578678202378 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5426847667997712 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5487912095950508 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5499199798947058 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551199110727087 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5545694204623071 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6442885771543087 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6411837425443586 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6353117574782694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5523419847415432 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5533527665123903 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6326407136151805 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6265569967997096 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5586703066719533 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5583793883813193 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5593636931564139 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5597146590746338 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6314344293521753 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6261983142009577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5448658753337647 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5454133977465672 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6348134363055533 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6286145340074245 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5622699050245923 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5626622071151486 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346985103445394 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6291480125342404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5604614581961976 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.559709720934698 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6472945891783567 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6443888426156114 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6385214466998271 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5527544151215463 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5536650681118366 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346488433971565 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6294092724899055 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5640200644234827 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5640735989629316 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6271162915976964 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6220906033680011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5632502771236988 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5640079056930335 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633697771154721 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.627720883542329 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5535617021956037 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5546966680018359 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6412825651302605 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6379116359838934 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6323598804503925 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5417390478780865 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.542334964392861 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6304679909248075 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6244994595919944 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5386205599144364 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5395914441333809 в дереве комбинация ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.63147861263973 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6259330465766174 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5687891870384851 f1 комбинации ['diff_players_reactions', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5693687321768603 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6249150623283504 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6205648579565757 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5554614893776157 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5546590248200041 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6291684781630013 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6251746407795348 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5584496903694749 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.557285655434617 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633549035922514 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6285123311238876 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5689408238494699 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5645745340607335 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6337576864686781 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6274497242165241 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5758088077157087 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5742513817921385 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6270876344834685 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6223550769436207 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5376615413484404 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5361970383421804 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6259994771480228 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6214600747822029 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5608722601308156 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5599233032947587 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313316244504027 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6269721726347236 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5572160716028172 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5569654412631126 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6302285652024232 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6263230897914976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.57734985667432 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5699922298397543 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5640062980433082 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.562849203673889 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6325861795291894 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6268270562063907 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5749087962420456 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5736448560756874 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6259508296838701 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6224766672384484 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5554614893776157 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5546590248200041 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6249008655609091 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6208233622935377 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5736750152035813 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.57220451343537 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356187970433984 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6310713795288476 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5740723896054383 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5713137257246966 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313071157291048 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.627222866786204 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5780844109960548 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5741714373540582 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6303018909243404 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.625563488605702 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5615974452295355 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5602107322134744 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6336430594826906 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6279883595075152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.563792033329771 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5606009668801066 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5771543086172345 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.567692685213441 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5630151088694243 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6291536205188984 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6254230907113527 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651705933092891 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5624528233287588 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324187445889671 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6278706195652474 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5699562110195493 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5678152457569259 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5629922117440695 f1 комбинации ['diff_players_reactions', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5603937777914824 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6270298405968977 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6231264147728655 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5526591644828117 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5523175554313471 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6313609826790032 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6267178602599824 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5881763527054108 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5804192642658265 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5768661420896938 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6323893160969878 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6281224270842997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5684028020085714 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5672293502489529 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6323647673688464 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.628370634504969 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5730385478797967 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5704395974423795 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6346043047006578 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6296669024292011 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5518612983542843 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5508308318512977 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6324924223179029 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.627356138265473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.6002004008016032 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.6002004008016032 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5936253730790172 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.590110961222055 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6281265446277894 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6237700203318068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5557229731361126 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5539970939951978 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627044451857407 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6228729657405997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5516792411494836 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5514385278239748 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6352705410821643 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6313952354428322 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6264599130637988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5871743486973948 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5810486116957497 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5806816643320085 в дереве комбинация ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 recall комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5801603206412825 precision комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5725511067090003 f1 комбинации ['diff_players_reactions', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.571039382527774 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627019828006771 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6233762223545842 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5751095004380017 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5721875346784775 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.628092363036 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6242755450780264 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5759773106620144 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5724308193396909 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6392785571142284 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6356582629127719 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6308198617955871 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5981963927855711 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5981963927855711 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5912664006719578 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.586854839892087 в дереве комбинация ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6402805611222445 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6367109445501449 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6319712187986884 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5784067444146049 f1 комбинации ['diff_players_reactions', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5754258242788962 в дереве комбинация ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6281071183283917 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6240246025893607 дерево обучено дерево дало предсказание accuracy комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5498753451834834 f1 комбинации ['diff_players_reactions', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5490872416463692 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6352705410821643 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в регрессии: 0.6318514056135871 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.6242634073992803 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass'] в дереве: 0.5533771705390533 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass']: 0.548757562910918 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в регрессии: 0.6271879632973077 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.6215505114463454 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5380761523046093 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5380761523046093 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass'] в дереве: 0.5458123804326204 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass']: 0.5398060577495046 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в регрессии: 0.6285877510765966 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.6210202312094205 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass'] в дереве: 0.5349911169034179 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass']: 0.531637442370893 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6275214135262757 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.619839781970495 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass'] в дереве: 0.5357548846852314 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass']: 0.5334005830056566 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6332665330661322 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в регрессии: 0.6292123425621191 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.6246668594921803 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass'] в дереве: 0.5303980447907335 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass']: 0.5283150826272468 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6322645290581163 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в регрессии: 0.628455489122954 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.6216002845252769 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass'] в дереве: 0.5488616121131151 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass']: 0.5447246499201155 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в регрессии: 0.6221615124561289 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.6139107770779823 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass'] в дереве: 0.5424268583821853 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationShootingClass']: 0.5422506674122932 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6372745490981964 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6342296679925795 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6257444047446842 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.55076007960208 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5491395728753378 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6352705410821643 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6319320105249344 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6239719582534244 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.554993153785013 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.553205113341944 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6402805611222445 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6376001811892626 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6286989494722168 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5030782584122242 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5012289744018569 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6342685370741483 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.630419002124606 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6247710069292909 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5393522449623771 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5386495169129598 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.632992125866962 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6251508008965112 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5428871111587419 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.542459249860077 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6224726319670306 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6126371105783678 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5523599718071788 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.550300396572587 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6186567641182069 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6118764867640918 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5475469314878985 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5473118606061912 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6322645290581163 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6286616878981864 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6207244593086575 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5385385829804078 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5370703061748403 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6217280459449007 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6168205226461817 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5111738185201431 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.511574120659104 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6332665330661322 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6296522986976905 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6221989206267489 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5435849546411599 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5427435033318588 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6223067691881854 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6132819463512799 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5638037116824329 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5628380639579509 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6197790014958656 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6127590918352389 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5399658864877092 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5400224871815761 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.627254509018036 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6228208252678881 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6177117948530266 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5538749528520114 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5521725689822469 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6282565130260521 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6243112733170447 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6162877722958008 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5540058475305064 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5535208246500488 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6223870925926295 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6129615396867588 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5714585415176974 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5676506865712335 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6217280459449007 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6168205226461817 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5193568787954609 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5186343115729579 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6362725450901804 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.633078568835072 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6248582526676911 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5368442654351113 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.536957074736362 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222315967768202 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6135983518284264 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5415860156004377 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5407423808081472 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6207044595196948 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6150999913176243 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5147215238282328 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5137740706843925 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6273320902713219 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6207122446887164 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457373649116445 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.543392005211103 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.627254509018036 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6233842027641179 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6144770000717189 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541149941624176 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5522376548782149 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6112294136210822 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6022520465188066 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5205637486670139 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5190730394602553 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6191390630495025 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6093565448044018 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5040080160320641 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5040080160320641 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5082921304201073 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5055359825560969 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6168868527286637 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6072786540852763 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5100200400801603 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5133055677414261 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5112934193488119 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6221615124561289 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6139107770779823 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5181559487367693 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5180954972859239 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172189223291428 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6059140394383814 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5060120240480962 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5098004360965575 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5074228852714963 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6204906595503052 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6095571094186631 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49799599198396793 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49799599198396793 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49787107510010575 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.49793304156420404 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6162179368055212 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.604341106798469 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5313540984956107 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.530643434776959 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6180518312784841 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6081510893458126 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.521116509197154 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5205365222504384 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.626687505416108 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.617742069235092 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5120240480961924 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5150586188828679 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5132234680034155 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6055908711904144 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5972287768363688 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5191410994711909 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.519959604764721 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6139241424295594 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6022531970718118 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5110220440881763 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5132088317244317 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5119511730802743 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6148538688114483 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.604178163089464 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5179162233799169 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5179756347153336 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6255328553496317 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6168615883452296 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.501002004008016 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.501002004008016 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5007535721807649 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5008758078327018 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6141131120959055 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6015273382213062 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5254638935128735 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5257449661409821 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6048729686644019 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5931604581839584 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5197565097997732 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5193787714659157 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6177188686273924 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6097704100761376 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060120240480962 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5060120240480962 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5080924603948552 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5069072396182496 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6138373813470662 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6026097101248347 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5250501002004008 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5264745549493147 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5256872902796519 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6056650104654769 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5965454061850676 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5113089824265126 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5092946194279482 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6177188686273924 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6097704100761376 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5209584756452526 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5198664046752112 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156622535765752 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6067357199498166 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5197565097997732 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5193787714659157 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.617522791540611 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6048465530916237 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5190380761523046 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.62768690868533 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6147806554317549 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5621242484969939 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5642676366213418 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5629938721968214 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6218945311773826 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6097363849924378 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5438543646675391 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.540606362328409 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6288254781992333 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6201213275807492 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5560430394717754 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5549162710550124 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.611551477717351 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6005236718577734 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.561122244488978 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6216769108687173 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6104279815669987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5499884606276149 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5500437837571409 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6271858674187605 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6161372127249645 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5562774776813301 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5549937600173581 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6322645290581163 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6290109210770097 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6195026120936186 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5392611768353024 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5372778183200407 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6210432196695332 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6078024982493172 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518132686784347 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5508336172016474 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6184091886064967 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6067817866589571 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5564449775477628 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5562736228963805 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6277574772779468 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.618932606786607 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5230460921843687 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5259194488997379 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5241833545436372 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6173148709292424 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6055624425859397 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5611544024152403 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5599559757281161 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613607153008668 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6036538700493536 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5597828988057097 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5594305405104226 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6256155221170022 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6165497043724085 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5426335234118268 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5428512187782794 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.617837334595636 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6091348358563875 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470957892778687 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.547551881816907 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6116303480535975 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6001652873451547 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5548896120622845 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5549977081881919 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6094123533378895 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5977128073303235 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5543565106268556 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5522990614767088 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.620223988297841 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6105600977664556 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5602336979153112 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5596203286527501 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6140160283821701 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6018924145268916 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551199110727087 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5545694204623071 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6119962668379499 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5986885845956972 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5489327969232064 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5478741977358238 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.617837334595636 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6091348358563875 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5240480961923848 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5240480961923848 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5277689005041009 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5254074452412995 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6138373813470662 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6026097101248347 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5355891984782709 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5347390132370117 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6081555504329624 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5972145577729436 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.551992975455596 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5520480430722537 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6055112579947965 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5982224223728356 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5386530488834419 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5383512427296784 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112294136210822 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6022520465188066 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292926028009097 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5291732604781121 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6184091886064967 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6067817866589571 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5531062124248497 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6223870925926295 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6129615396867588 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5569254601454787 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5558764243245703 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6165338611280201 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6032516026382508 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5533410041650602 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5505102747736684 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6047489649257124 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5939015581651832 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5606720324508044 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5603822029464833 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6169622490775873 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6069437204586484 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5522342574759909 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5516134255373455 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6133679000030865 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.604987725361495 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5428553576225568 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5434063928801061 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6131073335482153 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5999243004581734 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5673807586060039 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5660303561668792 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6134780572902718 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6043290593307189 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5319997244114537 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5314971881978091 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.614634642407825 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6052007633661508 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317644265015542 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531394302179268 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092655740876357 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5984376335907122 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.552439800643312 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5522670641866413 в дереве комбинация ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6057085517740352 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5961973710239251 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5517714426832474 f1 комбинации ['home_players_attr_sum', 'diff_defencePressure', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.551932885977406 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6190615391499308 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6096856187898833 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5357054106242625 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5363130560296092 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6257035056372863 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6162338618255275 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5317644265015542 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.531394302179268 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6213912733703415 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6114344355235274 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5263143816562857 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.524993339344371 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6175387537039319 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6109936969679723 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5346345812088619 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.532372722844072 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222315967768202 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6135983518284264 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5366513231045908 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5363484281645143 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6145713164967586 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6055333381387117 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5410821643286573 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.627254509018036 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.627254509018036 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6234653572154661 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6141594502678278 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5292450215087446 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5296268225649277 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6292585170340681 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6257968731296891 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6159140397666404 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5230460921843687 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5237591487003668 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5233839483703665 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6186179555258852 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6121736233495777 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5341840930609186 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5341255846942923 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6124433536327433 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6027843947492161 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5260521042084169 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5266426942103352 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5263343553386939 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6159495224054647 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6053923852524622 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317156515517714 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5318851403835538 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6222315967768202 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6135983518284264 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.535183884957719 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5339533742938685 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.626122545544062 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6203843851765642 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5271929565092508 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5259525738525614 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6179038665819266 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.608810993195464 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5300698091384437 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5289113790267658 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6126548932160155 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6017438176334965 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5031147082042134 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5025191055500374 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6141915733307106 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.608636597326018 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5291906886213678 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5279527739628882 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6200720518919106 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6112083911038337 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5130260521042084 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5156922216827383 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5141126021439352 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6194025635162944 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6083447087411538 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5250501002004008 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5269529730619571 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5258680746167711 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6176194855559728 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6103899759110732 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5338276041724375 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5328269470671922 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156622535765752 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6067357199498166 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5358260113397706 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5348276881932429 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6103051741066026 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6000116174377741 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5298307898377713 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5288254648150911 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6312625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6277574772779468 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.618932606786607 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5545162134812022 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5530678765878048 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6302605210420842 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6269699193054099 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6167911362021923 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5324139161210586 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5322342706379452 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6282565130260521 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6241269241778744 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6171847787138401 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5275254438040441 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5272814119604474 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6144097457080566 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6065064961383441 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5524645397851664 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5517044431335106 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.614634642407825 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6052007633661508 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5613413206340997 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5612295491264108 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6282565130260521 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6246287055979809 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6150368129324062 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430127933143694 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5412106197403853 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.621808514004999 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6159880072979459 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.546432035286636 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5462572261220323 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6234653572154661 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6141594502678278 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581082900658608 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5562355329596596 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6168868527286637 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6072786540852763 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5596275466724625 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5581024077111509 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6207044595196948 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6150999913176243 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5303980447907335 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5283150826272468 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6213066504765169 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6117617591154689 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5305967034241703 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5308209876934974 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5506634035565487 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5503681301206629 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.625250501002004 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6209599867168167 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6133381419185411 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5351179099694413 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5345500685729725 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6200036424571763 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6115264931250934 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5660794453310622 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5665503788545432 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6111331827068116 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6029141701140487 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5538116758457677 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.552834358327698 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.62625250501002 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6221615124561289 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6139107770779823 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5462346771465008 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5456082482007921 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6185837440349432 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6124668587036883 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5470941883767535 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6123262051701726 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.603457197813126 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.54600362094176 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.545512229576507 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6150250408051725 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6034754713826906 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5651302605210421 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5678527048281482 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5661671762015515 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.624248496993988 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6196043774729436 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6142117735534189 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5398972008758747 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.538177961762942 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6124433536327433 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6027843947492161 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.549881309430258 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5481741097767311 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6184091886064967 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6067817866589571 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5620368618563905 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5609173999846077 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6120388448623514 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6059849045732412 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5328341884068506 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5329480450803998 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5468889706592819 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5464639829028771 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102422036049174 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6003602847247095 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494044858275503 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5480316151784088 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6185289216948641 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.613041702501141 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.534784616676973 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.533144524462933 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6155477338178887 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6073827757184277 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.547006246804584 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5452087842742382 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6155446767603143 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6016440051879351 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561120511403689 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5605752260291075 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6175387537039319 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6109936969679723 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5508908301598219 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5504687159456773 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6179038665819266 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.608810993195464 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5731462925851704 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5753702131742054 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5740297966061995 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6094123533378895 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5977128073303235 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5471702776304211 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5459545749558289 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6222444889779559 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.617476269260432 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6115817322676229 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5446170521982523 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5423647586807371 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156622535765752 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6067357199498166 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529291285343426 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5518753110301972 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6126548932160155 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6017438176334965 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5639513596137996 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5614277489126498 в дереве комбинация ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6114083852606241 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6012276610862612 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5604501544522135 f1 комбинации ['home_players_attr_sum', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5602801816061197 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6041184697198343 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5844532112461198 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5166492033729231 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5176383263329414 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5954416690074051 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5772428145415498 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5240480961923848 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5234571823038666 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5237396594439038 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6097651330732333 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5962108874135097 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5431977849317788 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5444412304589406 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5966203282893496 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5785322665149096 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.48897795591182364 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.48897795591182364 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.48769567336016517 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.48828864170328024 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5892589040129046 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5721624770919612 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49498997995991983 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49498997995991983 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49524084010314545 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.49511345378929467 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062936084430437 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5874670376752724 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5170624355434653 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5182298772083238 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.607342447499265 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5944973426593598 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5334907383489004 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5337661929292953 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6065834152591325 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.586578770267879 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5100200400801603 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5100200400801603 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.508921366274033 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5094298674245398 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5985124011463787 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5770319710482322 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5159318770082661 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5171381259593409 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6108822173482563 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5974507841899134 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5150405942158939 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5162183109336198 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5954416690074051 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5772428145415498 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200400801603207 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.517300686640594 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5183983357405277 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5843512878286078 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5679159508099956 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5079930446452143 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5074714029771838 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6121007242189537 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5983084931931797 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5282966170578203 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5293762942017197 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6001310619912243 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.582386430709744 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5070140280561122 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5087255291158673 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5077712814335826 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5866537368283375 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5714039161747865 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400802 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5022763608104394 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.503402125331638 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5981292871069376 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5784481477583345 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5080160320641283 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5080160320641283 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5059253148994879 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.506825719428163 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6075216490148112 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5937247571601304 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5370455691412483 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5378885636377774 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6016535241805361 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.582327652224361 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280897341392153 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5289231413682451 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.602694719829652 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5790303240943622 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5134236262588329 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5137131259585123 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6026886281605803 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5903061007230225 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5386212500826079 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5388411417500186 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5883564347947231 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5689739125502267 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5190380761523046 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5204768661410412 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5196833319287615 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5884410756997867 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5684871623825399 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5130260521042084 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5144791773327677 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.513679373577871 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6096693571686075 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5965929636275286 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370615140675662 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5381801276497314 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6054242919801869 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5852903166191079 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480962 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5060120240480962 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5051500841906091 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5055565533571629 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5784095435291965 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5594406613826712 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5180360721442886 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5180360721442886 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5179162233799169 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5179756347153336 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6039649726172898 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5907716687293082 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5280561122244489 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5298307898377713 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5288254648150911 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6004831006352327 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5810368839690474 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5390781563126252 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5386212500826079 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5388411417500186 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5886246772799415 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5674980253717933 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5200400801603207 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5218371611684393 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5208225003108888 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6132264529058116 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6087440699146003 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5945791260377433 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5280561122244489 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5263066373264568 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5270636746947056 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5967236331019397 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5780765341808429 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5074034926318127 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5076972058672773 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921657525161798 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5719336765678101 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5140280561122245 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5107528378235225 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5120203963183436 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6029119270140323 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5891284533533292 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5360721442885772 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5371181100797681 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5365520037619059 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6048780742063765 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5870618103801627 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050100200400801 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5042698274444453 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.504621959052545 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5833450858937126 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5647063275259715 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5240480961923848 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.524878743406312 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5244379511674759 в дереве комбинация ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5880014563210223 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5713308462922109 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442 recall комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5090180360721442 precision комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5087737262372862 f1 комбинации ['home_players_attr_sum', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5088938671446264 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.601407840713008 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5832250534868433 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5483824165628002 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5495704412825217 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6136926388004239 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5979955821395148 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5431327470469608 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5442169887262056 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6030934105956388 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5827062472759271 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5378627700745621 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5392309335765039 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5998431684417153 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.577860214128391 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5312209076619085 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5325322487621085 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122105286527133 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5979239844763049 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.558920582632607 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5599405639893212 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5917127121050529 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.574285740232944 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.543557809780353 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5438361654931687 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5820184816139959 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5643687972559499 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5432885833492738 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.544588285664774 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.611449781847843 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.595489624634126 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5540612236810956 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.555194907934285 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6011836796195288 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5841030593992372 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5339389414300223 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5352766945849591 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5842679383753928 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5688352453837776 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5230671645027329 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5246458157044398 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6096693571686075 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5965929636275286 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5488957815127743 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.550120038790665 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6024511867430675 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5849441786385224 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521042084168337 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5467845064772716 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5480136517114658 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5893287964840449 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.571699857115566 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380076644305625 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5393090009226167 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6146792216044095 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5996366770527325 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5439040557422474 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5451711808053313 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5964287800660165 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5794289739984267 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5370741482965932 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5332518889831536 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.53454719596572 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5990741363814981 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5806555296558926 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5292015523374141 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5306558135723767 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6162324649298597 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6121007242189537 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5983084931931797 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5594598526403056 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.560549617504302 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6007970469168729 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5858018553977383 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5494212195762416 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5506469780949544 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5856042695069587 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5687451826730384 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5353902970016026 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5367825182821988 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5913209751906601 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5769442187779568 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5368829632509166 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5382068459654995 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.603178619459457 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5879097339962231 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5567058919537907 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5578053911169942 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5957577097255918 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5758497219487245 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5463503272784074 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.547555096500788 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.596121147328388 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.574411124345396 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5379644306033671 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5391022495981378 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102008417690404 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5946379142427911 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5427079021577663 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5438786373429568 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5976935617002341 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5802665648757833 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5312153248364655 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.532310841131254 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5858507603442179 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.566840120038099 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5255865669524493 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5268508030553861 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6054567981681961 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5904263601050539 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5505103054609505 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5516327391352014 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5998261089752599 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5836923644156795 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5424780791854255 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5437544697912273 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5796071368048562 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.561258705908653 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.525799646035521 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5273175212356144 в дереве комбинация ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.590522969257182 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5729939986072943 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5356022167708748 f1 комбинации ['home_players_attr_sum', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5369983359861421 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6066962331324746 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5912759748907316 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5500141835379747 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5512221185329766 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.597338266276142 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5820070502094832 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.544735671303528 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.54589241819354 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.580795191813475 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5630612713542139 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533067522970994 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5344904649478067 в дереве комбинация ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5855060602452832 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5696672357059799 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5397737149273621 f1 комбинации ['home_players_attr_sum', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5409446089218214 в дереве комбинация ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5865383599187494 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5727242109852182 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496178914497131 f1 комбинации ['home_players_attr_sum', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5508426603004467 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в регрессии: 0.6282518247200226 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.6227149576521911 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5190380761523046 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5190380761523046 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass'] в дереве: 0.5197565097997732 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass']: 0.5193787714659157 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6322645290581163 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6283436587006578 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6221651439097753 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5210420841683366 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5210420841683366 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5231974922850168 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5219521736319079 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6332665330661322 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6294066108190169 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6233331465835575 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5200400801603207 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5232884943159939 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5212874189531307 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.634564844569556 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6299209191819679 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5414150312593488 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5400321747390886 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6251450037122273 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6186508981924593 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5170340681362725 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5170340681362725 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5213930615119504 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.518546560979796 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6188589895646865 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6106485330210982 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5160320641282565 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5160320641282565 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5175987471117706 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5167289105236057 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6338228604448161 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6271748637684698 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5240480961923848 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5240480961923848 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5244035623121572 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5242211532184666 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6335934982294146 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6282521696174359 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5290581162324649 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5290581162324649 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6362725450901804 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6323647673688464 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.628370634504969 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5170340681362725 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5170340681362725 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5213930615119504 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.518546560979796 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6131079578290196 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6074605835383668 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5140280561122245 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5172987383712532 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5152910191905393 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6164576572023102 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6098119999915602 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.4909819639278557 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.4909819639278557 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.49298415436729903 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.49185861161459854 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6349495149860814 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6280663271846469 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5451071311922034 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5424715579743868 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6382765531062125 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6345304149812857 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6301713393317689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5424683917713774 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5416978458820265 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627254509018036 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6230040293015743 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6162994358671354 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5323070008612946 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5309934234789684 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6154110450875301 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6083230792315564 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5080160320641283 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5113089824265126 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5092946194279482 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6372745490981964 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6334457532952084 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6292710927928732 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5260169476602923 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5234647750144281 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6274531917817937 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6201344338542175 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5050100200400801 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5050100200400801 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5101459676108975 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5066906582879706 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6232464929859719 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6186179555258852 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6121736233495777 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5220440881763527 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5262621084310974 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5235164922813298 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6312625250501002 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.627044451857407 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6228729657405997 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5537233490927749 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5513851429754602 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6207353357020791 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6148160194735021 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5260521042084169 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5280718683435719 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5269110027169007 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6143251460789354 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6071350105054696 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5020040080160321 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5050749851573315 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5032280566687832 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.5966590899920646 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5875119804827046 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5366606117262458 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.537394051083742 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6012448204331973 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5913182631212843 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5552873366141811 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5558659119846986 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.591063005654975 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5849282080650694 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5532022257117386 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.553833261696299 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5944381681209444 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5843180832438969 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.546816551304525 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5470369915306299 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6002004008016032 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593299490682907 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5830841821423353 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5314150848115329 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5318754346747877 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6092184368737475 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6092184368737475 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6035268349897609 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5934033740237268 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5369443007158513 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5383245406884276 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5966083705295061 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5896045484634427 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5422861487096219 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5435244069373208 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955303739945776 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5862884648709612 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5516539137255745 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5525273650517879 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5944636204026991 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5839389633081117 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5400801603206413 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340439949290843 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.535438887726992 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5966127702815365 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.589938348607327 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5491400497485331 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5499436445863571 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5944381681209444 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5843180832438969 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5415518632510373 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5428508695710783 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991213647953184 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5877407186338578 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5320641282565131 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5255860947894078 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5271112932416849 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5977269713980793 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5911387585678365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5641442728322981 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5651014909636365 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5988457245754448 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5913409231331296 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5434059283061237 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5446575265453999 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5944165696885422 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5846927305534496 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.542613550285904 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.543751942203668 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5968071706793869 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5856480319264155 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5479774742727324 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5492051392904282 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5944665880433433 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.589167132266246 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5374631811870265 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5384599711292765 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5980348088218956 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5861148587866851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5505257655370517 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5513938626112384 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5888199939186494 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5761046185764473 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.537748238707841 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.539033706852559 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6021604022768736 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5959216991544551 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5374441524180806 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5388053020451585 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6004227684903525 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5878204642948294 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5354750386312761 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5367733789683438 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5923868090269423 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5790529655911149 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5353902970016026 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5367825182821988 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5999593149392214 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5941715282433303 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5577076764516191 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5583805301784188 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.601083872997265 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5934153346908294 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5324802190145781 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5338508522528607 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5876521801883908 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.574843495247026 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490089241462957 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.550064735652761 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5977269713980793 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5911387585678365 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5292287307521678 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5307141669933193 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6062124248496994 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6003051153444562 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5885959890153895 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5312825861686461 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5327369507562791 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5840946903796728 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5718972202496627 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5239893654724103 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5255020198918148 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5955186395939058 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5893968884135659 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408323368955208 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5421581347752235 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6010639087910334 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5953605925838403 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5226087586882474 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5241900758543799 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5864806237648188 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5735801435541048 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5428819403425826 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5441795116636331 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6042084168336673 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5977435213399882 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5917879057954215 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5378627700745621 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5392309335765039 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6011006485372422 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5930764961851974 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5290581162324649 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5223793524709102 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5239557782735803 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5971943887775552 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5900194946076665 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5769482304190704 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5343361348132402 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.535640865620622 в дереве комбинация ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5989628058766335 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5892331522188419 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.541084550698615 f1 комбинации ['diff_defencePressure', 'diff_defenceAggression', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5421370554263607 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6232464929859719 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6193095072666823 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.608686112126278 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5464668509768928 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5457004847826201 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6122746151063655 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6037873924793287 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5506580700702645 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5508713728348008 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6143651701660109 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6068227650484659 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5455838936818821 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5447446258555707 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6168868527286637 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.6072786540852763 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5544523971382105 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5547614368812348 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6112843965586277 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6019147671603349 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5410821643286573 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6124433536327433 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6027843947492161 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5469346311176382 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5458736410886372 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6144589253525806 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6061861828689603 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5648973384117117 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.564485281595478 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6173148709292424 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6055624425859397 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5504653101824086 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5497031236832138 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6159495224054647 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6053923852524622 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5562774776813301 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5549937600173581 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6132762247986564 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6056300430742929 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5479839457996337 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.548039524442028 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6170426813512411 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6066046552758858 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5484660805796507 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5477018042329169 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.607924458187899 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5986250690397837 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482345372563309 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5476099739796434 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6099962866468119 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6020407742675808 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5665746540877005 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5672281184573632 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613607153008668 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6036538700493536 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5575775279262156 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5567513609978413 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6123824320869861 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.6031228726470252 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360721442885772 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5364190930255092 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5362408293476844 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6103051741066026 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6000116174377741 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5419613616477092 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5424698443464624 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.62625250501002 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6221615124561289 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6139107770779823 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5605078249190002 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5590669654926664 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6059271517539329 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5947623525091257 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5453252476517015 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5460705886059706 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6156649445330694 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6012647028644541 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5533291411758022 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.553215476964336 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.625250501002004 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6208558710341037 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6139409735366231 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5537789404548193 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5534227751537467 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6092184368737475 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6033735908036306 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5948113097705231 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5321196285464386 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5329408544482603 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6139241424295594 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6022531970718118 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.559559824098211 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5593301297936374 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6054684285329816 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5991789005558479 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5633466843626767 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5626677633209618 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102422036049174 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6003602847247095 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474900489955098 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5453335178847549 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6045966795433634 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.59498057483696 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.546432035286636 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5462572261220323 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6292585170340681 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6254554402506357 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6171695343892957 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5576304864456567 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5561028710944593 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6112224448897795 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6058657203088924 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5951275865696948 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5482392061753314 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5490117067683201 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6047489649257124 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5939015581651832 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5613716045995919 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5617205148419476 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6145127635281856 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6058618040370285 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5526961570065476 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5517917359395224 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6124433536327433 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6027843947492161 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460533354974171 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5449143895056867 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6107847029015208 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5978296632877973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.557499262094894 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5584612027024096 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.624248496993988 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6200036424571763 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6115264931250934 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5502343973661609 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5496116997584944 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6092184368737475 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6033220214190851 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5954897462485292 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580409802666472 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5569166473648773 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6093365536776358 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5980773776184976 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5473394128963562 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5480791258245282 в дереве комбинация ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012860600607522 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5909536441631966 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5613886676798526 f1 комбинации ['diff_defencePressure', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5600307758373891 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5682984248066025 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5513975450511555 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.543125118655235 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5362078912265492 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5817307967513534 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5702136506944031 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5513753544302274 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5437707429217576 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5734144410192417 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5536112040375216 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561964938249269 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5595261932725754 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5658326739013582 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5502728207597031 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5733414320320661 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5599922050687358 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5805517151979485 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5681009013020616 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5487823718982974 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5407906243360737 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5708245642914302 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5525103331817068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5496138016199811 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5473638280833694 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696092321696592 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5546953849414942 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721032449987048 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5533222522833309 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.591182364729459 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.591182364729459 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5829050231688863 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5718842072860455 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5485282749580641 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5398877104522071 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5661322645290581 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5661322645290581 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5531655960651883 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5436442834280423 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5811623246492986 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.571641269115412 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5645959793984103 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733086696634315 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5571576501703716 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496760558281324 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.536675860162196 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5745360554600144 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5594228982460643 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5483452781268752 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5421237837410876 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5733892026477196 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5541340503284415 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5460921843687375 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.532918077337196 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.530339736453431 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5720669659875764 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5558478935347948 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5552638654705313 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5443626643831032 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5757560590813223 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5611877723701372 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5469820934841746 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5404418299688446 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5590787189351967 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5486872107959815 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501030338052769 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5450038848425488 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708188561866858 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5530247486843606 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474078350607031 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5390629973222708 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5721237940371463 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5587047729503357 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5579915929080189 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5545837655641181 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5589196180133729 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5477673400251543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5657730555450523 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5619893140094833 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5695927679918462 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.554209161529712 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5529556928759023 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5427188519818871 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5701402805611222 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5580163621597527 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5483108187276816 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 recall комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5721442885771543 precision комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5610737653729425 f1 комбинации ['diff_defencePressure', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5538269317663588 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5992260688181112 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5869677316948592 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5542854886545535 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5479675441787258 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771543086172345 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.565696731225463 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5427255676329082 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398004061814904 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5354301598365814 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5539707953873783 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5361361811021903 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5637321463618301 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5519938134828632 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6015572985241403 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5890643421938699 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5643047844660805 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5597300255417725 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.568508478397281 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5557613608867044 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5791583166332666 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5689200826397339 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5597117952077177 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5631959444392111 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460870365288127 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5676100432429009 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5576037822551191 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6032064128256514 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5968489190213538 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5852618402655411 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5543449536435509 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5505889982211614 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.561926393521647 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5534219637106851 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5861723446893787 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.57734985667432 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5699922298397543 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5619434983472107 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5452786929242588 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5557826669381544 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.541234609892568 в дереве комбинация ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621638653762279 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5478255218380135 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 recall комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5831663326653307 precision комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5747572177689938 f1 комбинации ['diff_defencePressure', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5709154981740009 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5914340554947488 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5760775601336992 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5518664152843812 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5454677173732227 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5781563126252505 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5672427600085197 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5540040253232688 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5564700903286617 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5496473245697907 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5751503006012024 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5631959444392111 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460870365288127 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5701402805611222 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5574359311426859 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5450471957909817 в дереве комбинация ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696284392757176 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5551763719640986 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 recall комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5711422845691383 precision комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5597800648244847 f1 комбинации ['diff_defencePressure', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5521650446073378 в дереве комбинация ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5731462925851704 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5608451679306525 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5460100038948661 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 recall комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5841683366733467 precision комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5752511149140472 f1 комбинации ['diff_defencePressure', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5690198415282108 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в регрессии: 0.6131724393103176 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.6065632373046027 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass'] в дереве: 0.5495681883785979 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass']: 0.5502278367281382 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6123824320869861 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.6031228726470252 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5573480745126018 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass']: 0.5566632017189613 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6087545264053419 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.6027389213068152 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5210420841683366 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5210420841683366 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5196157112807315 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass']: 0.5202546337276045 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6082164328657315 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022125755444668 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5942840804759322 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5582116614180742 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass']: 0.5592287889169965 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6111790275658725 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.6025851734585218 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5544942490593274 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_chanceCreationShootingClass']: 0.5551787853285659 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6165367596248957 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6092027209764934 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5386212500826079 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5388411417500186 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.612022484357659 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.6062828192149176 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.530060120240481 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5294773159308869 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5297555795351387 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6099605018514266 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.6023644592555899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5419757119690306 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5428369121415855 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6157267009594615 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6064060721426311 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5457943710946206 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5467051204982346 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.610970251915135 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6044979524610573 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5220440881763527 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5226392426526328 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5223287262083657 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6142284569138277 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6089807699518925 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6001750337068944 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.555347870270058 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5557029475400064 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.610183905910321 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6007047318944999 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435849546411599 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5427435033318588 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6099019189870145 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6029995895634219 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350701402805611 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5330140756054869 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5338702033215842 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6172344689378757 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6121851237797417 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.604435477696967 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5504653101824086 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5497031236832138 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6066122590555519 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5994194925715258 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5488869107561806 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5494274074794893 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.616690244705465 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.6082588871696498 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5361589211833429 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5365824304752264 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6141915733307106 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.608636597326018 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5500007228754936 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5504966891824893 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6044834826135131 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.59602100808307 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464550642953975 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5477166333724811 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6192384769539078 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.614936907772579 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.6038289285359388 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5751503006012024 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5716628087387837 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5726616852092717 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.615258932092198 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6100966991379887 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5494044858275503 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5480316151784088 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6066958015551696 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5984346269672269 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5448644194916327 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5449751340482865 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6222444889779559 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6181333911453655 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6078149842745572 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5395870765597154 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5387412582844353 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6122244488977956 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6065584695806943 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.600675227391526 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5370741482965932 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5377683848524447 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5374020675359439 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6162324649298597 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6111790275658725 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6025851734585218 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5328341884068506 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5329480450803998 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022348389443235 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5939439952711577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5312153248364655 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.532310841131254 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6130862094018251 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.6080391619302736 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5453169617175047 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5452014048022613 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6202404809619239 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6156622535765752 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.6067357199498166 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5480961923847696 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5464406457070787 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5471458965760344 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6182364729458918 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.613540208131913 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.6039935412221608 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581082239003669 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5589129767695735 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6164949210296287 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6095093412631715 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5380761523046093 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350377697411012 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.53616784062424 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6166343676363717 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6085775145797213 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390781563126252 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5411770812940699 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5399539746248487 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6132264529058116 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6080308267541795 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5979283446119292 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5681362725450901 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5669815701570522 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.567490451277639 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6212424849699398 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6164249186380405 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.6101107170907988 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.530060120240481 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5313540984956107 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.530643434776959 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6099605018514266 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.6023644592555899 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5340681362725451 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5363020803313004 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5349934795687 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6142284569138277 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6090285849853421 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5998359930985089 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5270541082164328 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5284737845520725 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5276886097299487 в дереве комбинация ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6102204408817635 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6044541885498182 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5963593537215794 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5449364653120701 f1 комбинации ['diff_defenceAggression', 'home_players_overall_rating', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5438730844414507 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5770067350712079 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5655861227594858 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5607429008473135 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5613080346110764 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5875699202879662 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5764846791998048 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.550414720837091 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5507735678388359 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5746994915494961 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5643301659469099 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5666284645969255 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5621561895549237 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5811623246492986 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5708266079190809 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5550286004115753 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5505160345529609 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5461727005971762 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5887131540704819 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5781276935704883 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5511022044088176 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.54468290415407 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5457797113494295 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5721655395379823 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5596160768509167 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5398004061814904 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5354301598365814 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721070966847691 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5582415167691283 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5482090942448277 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5417016110701262 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5771525383698911 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5680598180719146 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5490981963927856 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5408659497766483 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5414698744222112 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5795172267901331 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5709345511719546 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5382762341236392 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.531560337338947 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5741482965931863 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621154503611567 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5473269898136399 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5509097973312116 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5450402776917188 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5863926818013947 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5764266981092625 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5405002552692886 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5384088374676048 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5901803607214429 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5817886714882908 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5676202546002068 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5761523046092184 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5663467674588443 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5610797085455737 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.57699253656313 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5651570352786305 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430894157758762 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5423107726001489 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5863926818013947 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5764266981092625 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5585047825482521 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5583938766619897 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5783535910347607 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5696961062725767 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5474041055266683 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5417038149987543 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5697319414802183 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5570486226833415 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5500416036751866 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5468115028716528 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5875447779411515 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5780515216847597 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5595116651289292 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5604187399377315 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5921843687374749 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5841048155420564 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5751103706252689 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5563209045608626 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5519271035368324 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831663326653307 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5733572030587448 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5604467603982808 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450901803607214 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.53467217741921 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5344228257088793 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5871743486973948 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5782936177519358 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5689065382668766 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5437334438992929 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5379422657843854 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5909861986699418 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5813740998052404 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5581660191336493 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5566776990207721 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841683366733467 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5745391232482556 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5589465029850121 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5531062124248497 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5364172720047259 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5262570233304806 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5721237940371463 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5587047729503357 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5443491008863365 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5395967054882712 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5851703406813628 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5762398148732997 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5691384319688274 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5651302605210421 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5543449536435509 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5505889982211614 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.593186372745491 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5853848692511396 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5785435139060973 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5552630294682488 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5483960606761413 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5821643286573146 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5720741777089574 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5568209439632532 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5521042084168337 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5390984262134926 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5353939971819052 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5797030345326311 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.572811930294772 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5470941883767535 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5403443662314344 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.541486381096636 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5951903807615231 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5876081185577585 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5802660747366445 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5573052452683578 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5561101329800335 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696503504677752 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5556521562620543 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5261020052872215 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.520120380773871 в дереве комбинация ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5851703406813628 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5851703406813628 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5760979286959819 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5679969609274577 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 recall комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5541082164328658 precision комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5382205941910333 f1 комбинации ['diff_defenceAggression', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5290734387599506 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961923847695391 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5887448127617513 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5773324353964789 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5506554764213843 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5465527958260418 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5864497241884828 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5786871846981317 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.547939015285473 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.54084230071662 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5801603206412825 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5696092321696592 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5546953849414942 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5496138016199811 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5473638280833694 в дереве комбинация ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5881763527054108 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5795832359830541 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5716991412140178 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5562560567534006 f1 комбинации ['diff_defenceAggression', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5442288456984515 в дереве комбинация ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5861723446893787 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5770238789152026 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5660103612146418 дерево обучено дерево дало предсказание accuracy комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.541588843409198 f1 комбинации ['diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5362744446238449 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в регрессии: 0.5988609484041413 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5815477197213565 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5470941883767535 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass'] в дереве: 0.5389593711979864 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass']: 0.5397037060552122 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6014941803147428 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5894511146062931 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5235947207606073 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass']: 0.5245928784983638 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6002004008016032 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5934550101011047 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5811270752116072 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5327266548115004 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass']: 0.5326904140698737 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6032064128256514 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5982514627109446 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5779811303811432 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5505347565156838 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_chanceCreationShootingClass']: 0.5502733433556912 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6069796704579206 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.596351595323651 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.532247104731357 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5330384991158611 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5921843687374749 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5921843687374749 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5841716937017825 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5701768423940603 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5210420841683366 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5094047744612031 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5104739844060591 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.594188376753507 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5869268740949558 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5691043208103422 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5432667378867471 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5426268287800884 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6014941803147428 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5894511146062931 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5200979622917208 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5207151144394051 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6038507245780258 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5853460455810578 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5350701402805611 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5274682951718552 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5288123334711561 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5891783567134269 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5805645478992173 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5672295216815356 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5460921843687375 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5360398663035754 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5359213759481753 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6013315583007374 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5905846448030342 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5380761523046093 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5324175800566484 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5338574797292747 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5961778478655825 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5807376079372036 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5351048628649353 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5356721595064694 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5955419092902786 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.576783451318987 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5563958442809436 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5563541255149319 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6072144288577155 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6014355589112497 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5898334053413002 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5270541082164328 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5165442290416377 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.517565950145196 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6052104208416834 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6003603687576283 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5814916304758057 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.531062124248497 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5223987709252201 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5236869390955824 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5928185611182537 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5760268332078619 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5551102204408818 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5450716742626006 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5440440975418275 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6102204408817635 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6049418998540458 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5927833071933498 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5400801603206413 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5306682004281221 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5312987674057481 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5987620224876636 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5819865355284954 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5440881763527055 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5371330328216755 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5383218845772415 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.591182364729459 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5831048170971921 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5670865972455992 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5427362920783497 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5416652164098116 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6033815403638625 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5870740672630897 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 recall комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5410821643286573 precision комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5324552736758432 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5333182277452728 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.5945262883746593 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5831672030951649 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5557482258142198 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.5559973801771518 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6012024048096193 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5951705243531402 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.578591283413602 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5621242484969939 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5521003039179713 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.5500985501051001 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5980559065535386 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5732408479167098 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5601202404809619 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5502334381550211 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5486971836765991 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5922323797000243 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5806779001978264 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5501002004008017 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5412563591363232 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5415101232356884 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6122244488977956 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6097478145120329 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5868786354906297 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.533066132264529 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5262819545901839 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5277706459778979 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5967236331019397 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5780765341808429 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5671342685370742 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5580260875260369 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.556367230040697 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.6022044088176353 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5956328252328983 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5847935781466105 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5350586212639757 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.536292530223735 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6152304609218436 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6124846524401732 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5925520915252698 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5507078877348829 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5516304877095425 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5981963927855711 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5919699972404155 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5728897009771049 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5556143514140606 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5549521686957316 в дереве комбинация ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5993083784543198 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5797437202965066 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 recall комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5430861723446894 precision комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.53333618547425 f1 комбинации ['home_players_overall_rating', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5336190667858246 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5971943887775552 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5899011499939952 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5785812896988156 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5485819611003312 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.5485161670367324 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6082164328657315 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6037252850803907 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5857852111672163 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5531062124248497 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545625066474336 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5463373854397684 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5991983967935872 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5932639567402389 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5737183135163061 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5591182364729459 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5485969741439136 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5465037708234652 в дереве комбинация ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6062124248496994 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.601293116742266 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5836664654442865 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 recall комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5420841683366734 precision комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5317576685349792 f1 комбинации ['home_players_overall_rating', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5318235514532366 в дереве комбинация ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.6042084168336673 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5988609484041413 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5815477197213565 дерево обучено дерево дало предсказание accuracy комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 recall комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5571142284569138 precision комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5499850084065205 f1 комбинации ['home_players_overall_rating', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5506592670465644 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass'] в дереве: 0.5405225126689421 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass']: 0.4491816006389457 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5353599761506485 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.42841018323396696 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5561122244488977 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5248023586953589 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']: 0.4653199861845652 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5355452874941239 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.4723787464882707 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5691382765531062 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5545310029341383 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_chanceCreationShootingClass']: 0.5110153192290622 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5353599761506485 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.42841018323396696 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5455759379039035 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4793548833284077 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5356916154032775 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4890212577272089 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.561122244488978 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5404591689288744 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.49938710509236034 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5361734087259978 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4777726858569252 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.524539696783626 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4979217581680403 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5455419557720463 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4804237381235266 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5374804832112432 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4887703341823549 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.545725818163073 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.5015318667678139 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5551102204408818 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5219944690737152 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4635421465388561 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5473563230808365 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5220267661988379 в дереве комбинация ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5671342685370742 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5671342685370742 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5526809605334707 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4845339682768551 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 recall комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5581162324649298 precision комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5373680076637233 f1 комбинации ['away_chanceCreationPassingClass', 'home_chanceCreationPassingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5083659809738053 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.559881668098101 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4215080879462273 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5432877320755922 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4674513174260998 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5339715095730598 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4892584569438727 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5435861828748256 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.494590488454722 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621242484969939 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5621242484969939 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5409351776900133 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.48222874576261465 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5761523046092184 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5717618770239334 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5007887072229498 в дереве комбинация ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5681362725450901 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5549757748922433 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4862503945542435 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5456176998508186 f1 комбинации ['away_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.518559977879484 в дереве комбинация ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5361044766856391 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4917921112673026 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 recall комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.564128256513026 precision комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5464356736346825 f1 комбинации ['away_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5128268582165303 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5621242484969939 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в регрессии: 0.5427653519000506 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.4304838776235312 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5541082164328658 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass'] в дереве: 0.5186928857290529 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass']: 0.46060081216136767 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5336476769437002 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.48738930529507724 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass'] в дереве: 0.5438388514117437 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_chanceCreationShootingClass']: 0.4990803136017077 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5601202404809619 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5350173553062242 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4678736101996413 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5561122244488977 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.533446504148602 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.502317580146023 в дереве комбинация ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5591182364729459 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5365096389963024 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.49448472014851236 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 recall комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5501002004008017 precision комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5252576760182377 f1 комбинации ['home_chanceCreationPassingClass', 'away_chanceCreationCrossingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5001992284492176 в дереве комбинация ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.564128256513026 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.545460123018537 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.4924843633527622 дерево обучено дерево дало предсказание accuracy комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 recall комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.56312625250501 precision комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5444582399274916 f1 комбинации ['home_chanceCreationPassingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5074403965119857 в дереве комбинация ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] (количество предикторов 5) модель регрессии обучена модель регрессии дала предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5581162324649298 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в регрессии: 0.5336476769437002 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.48738930529507724 дерево обучено дерево дало предсказание accuracy комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 recall комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5661322645290581 precision комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass'] в дереве: 0.5493850781031031 f1 комбинации ['away_chanceCreationCrossingClass', 'home_buildUpPlayDribblingClass', 'away_chanceCreationShootingClass', 'home_buildUpPlaySpeedClass', 'home_chanceCreationShootingClass']: 0.5088280200085976 в дереве CPU times: user 4min 44s, sys: 1min 32s, total: 6min 17s Wall time: 1min 45s
print(f'col_comb_number {len(col_comb_number)}')
print(f'col_comb {len(col_comb)}')
print(f'col_model {len(col_model)}')
print(f'col_acc {len(col_acc)}')
print(f'col_recall {len(col_recall)}')
print(f'col_prec {len(col_prec)}')
print(f'col_f1 {len(col_f1)}')
col_comb_number 6916 col_comb 6916 col_model 6916 col_acc 6916 col_recall 6916 col_prec 6916 col_f1 6916
df_results = pd.DataFrame(data = {'comb_number': col_comb_number,
'combination': col_comb,
'model': col_model,
'accuracy': col_acc,
'recall': col_recall,
'precision': col_prec,
'f1_score': col_f1
}
)
df_results
| comb_number | combination | model | accuracy | recall | precision | f1_score | |
|---|---|---|---|---|---|---|---|
| 0 | 2 | ['diff_players_overall_rating', 'diff_players_... | Log_reg | 0.636273 | 0.636273 | 0.632472 | 0.631277 |
| 1 | 2 | ['diff_players_overall_rating', 'diff_players_... | decision_tree | 0.534068 | 0.534068 | 0.537996 | 0.535453 |
| 2 | 2 | ['diff_players_overall_rating', 'diff_players_... | Log_reg | 0.636273 | 0.636273 | 0.632379 | 0.630658 |
| 3 | 2 | ['diff_players_overall_rating', 'diff_players_... | decision_tree | 0.545090 | 0.545090 | 0.544640 | 0.544856 |
| 4 | 2 | ['diff_players_overall_rating', 'home_players_... | Log_reg | 0.638277 | 0.638277 | 0.634427 | 0.631825 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 6911 | 5 | ['home_chanceCreationPassingClass', 'away_chan... | decision_tree | 0.550100 | 0.550100 | 0.525258 | 0.500199 |
| 6912 | 5 | ['home_chanceCreationPassingClass', 'home_buil... | Log_reg | 0.564128 | 0.564128 | 0.545460 | 0.492484 |
| 6913 | 5 | ['home_chanceCreationPassingClass', 'home_buil... | decision_tree | 0.563126 | 0.563126 | 0.544458 | 0.507440 |
| 6914 | 5 | ['away_chanceCreationCrossingClass', 'home_bui... | Log_reg | 0.558116 | 0.558116 | 0.533648 | 0.487389 |
| 6915 | 5 | ['away_chanceCreationCrossingClass', 'home_bui... | decision_tree | 0.566132 | 0.566132 | 0.549385 | 0.508828 |
6916 rows × 7 columns
df_results.to_excel('df_results_excel.xlsx')
df_results.sort_values(by = 'accuracy', ascending = False)
| comb_number | combination | model | accuracy | recall | precision | f1_score | |
|---|---|---|---|---|---|---|---|
| 3800 | 5 | ['diff_players_overall_rating', 'home_players_... | Log_reg | 0.664329 | 0.664329 | 0.661649 | 0.659341 |
| 4122 | 5 | ['diff_players_overall_rating', 'diff_defenceA... | Log_reg | 0.663327 | 0.663327 | 0.660645 | 0.658032 |
| 1320 | 4 | ['diff_players_overall_rating', 'diff_defenceA... | Log_reg | 0.661323 | 0.661323 | 0.658580 | 0.655796 |
| 4530 | 5 | ['diff_players_attr_sum', 'diff_players_reacti... | Log_reg | 0.661323 | 0.661323 | 0.659027 | 0.654079 |
| 4436 | 5 | ['diff_players_attr_sum', 'diff_players_reacti... | Log_reg | 0.661323 | 0.661323 | 0.658950 | 0.654305 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 6059 | 5 | ['home_players_attr_sum', 'diff_defencePressur... | decision_tree | 0.497996 | 0.497996 | 0.497871 | 0.497933 |
| 6281 | 5 | ['home_players_attr_sum', 'home_players_overal... | decision_tree | 0.494990 | 0.494990 | 0.495241 | 0.495113 |
| 6433 | 5 | ['diff_defencePressure', 'diff_defenceAggressi... | decision_tree | 0.490982 | 0.490982 | 0.492984 | 0.491859 |
| 2493 | 4 | ['diff_defencePressure', 'diff_defenceAggressi... | decision_tree | 0.490982 | 0.490982 | 0.495435 | 0.492576 |
| 6279 | 5 | ['home_players_attr_sum', 'home_players_overal... | decision_tree | 0.488978 | 0.488978 | 0.487696 | 0.488289 |
6916 rows × 7 columns
df_results.sort_values(by = 'f1_score', ascending = False)
| comb_number | combination | model | accuracy | recall | precision | f1_score | |
|---|---|---|---|---|---|---|---|
| 3800 | 5 | ['diff_players_overall_rating', 'home_players_... | Log_reg | 0.664329 | 0.664329 | 0.661649 | 0.659341 |
| 4122 | 5 | ['diff_players_overall_rating', 'diff_defenceA... | Log_reg | 0.663327 | 0.663327 | 0.660645 | 0.658032 |
| 1320 | 4 | ['diff_players_overall_rating', 'diff_defenceA... | Log_reg | 0.661323 | 0.661323 | 0.658580 | 0.655796 |
| 1322 | 4 | ['diff_players_overall_rating', 'diff_defenceA... | Log_reg | 0.660321 | 0.660321 | 0.657491 | 0.655077 |
| 3762 | 5 | ['diff_players_overall_rating', 'home_players_... | Log_reg | 0.659319 | 0.659319 | 0.656411 | 0.654545 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 166 | 2 | ['away_chanceCreationCrossingClass', 'home_bui... | Log_reg | 0.561122 | 0.561122 | 0.314858 | 0.403374 |
| 152 | 2 | ['home_chanceCreationPassingClass', 'away_chan... | Log_reg | 0.561122 | 0.561122 | 0.314858 | 0.403374 |
| 892 | 3 | ['away_chanceCreationCrossingClass', 'home_bui... | Log_reg | 0.561122 | 0.561122 | 0.314858 | 0.403374 |
| 870 | 3 | ['home_chanceCreationPassingClass', 'away_chan... | Log_reg | 0.561122 | 0.561122 | 0.314858 | 0.403374 |
| 162 | 2 | ['away_chanceCreationCrossingClass', 'home_bui... | Log_reg | 0.561122 | 0.561122 | 0.314858 | 0.403374 |
6916 rows × 7 columns
df_results_sorted = df_results.sort_values(by = 'f1_score', ascending = False).reset_index(drop=True)
best_combination = df_results_sorted['combination'][0]
best_combination
"['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']"
best_combination.replace('[', '').replace(']', '').split(',')
["'diff_players_overall_rating'", " 'home_players_attr_sum'", " 'diff_defenceAggression'", " 'home_buildUpPlayDribblingClass'", " 'home_buildUpPlaySpeedClass'"]
best_combination = ['diff_players_overall_rating',
'home_players_attr_sum',
'diff_defenceAggression',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass']
best_model = LogisticRegression()
best_model.fit(df_train.loc[:,best_combination], df_train[target_num])
LogisticRegression()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
LogisticRegression()
target_predicted = best_model.predict(df_test.loc[:,best_combination])
print('Accuracy: %.2f' % accuracy_score(df_test[target_num], target_predicted))
print('Recall: %.2f' % recall_score(df_test[target_num], target_predicted, average = 'weighted'))
print('Precision: %.2f' % precision_score(df_test[target_num], target_predicted, average = 'weighted'))
print('f1_score: %.2f' % f1_score(df_test[target_num], target_predicted, average = 'weighted'))
Accuracy: 0.66 Recall: 0.66 Precision: 0.66 f1_score: 0.66
Успех! Регрессия обучилась на лучших фичах и показала аналогичные точность и качество, как было в цикле. Теперь наша модель готова делать предсказание на реальных данных.
Определим количество уникальных команд
teams_list = list(df['home_team_long_name'].dropna().unique()) + list(df['away_team_long_name'].dropna().unique())
teams_set = set(teams_list)
unique_teams = list(teams_set)
len(unique_teams)
184
unique_home_teams = ['home_' + sub for sub in unique_teams]
unique_away_teams = ['away_' + sub for sub in unique_teams]
len(unique_home_teams), len(unique_away_teams)
(184, 184)
all_teams = unique_home_teams + unique_away_teams
len(all_teams)
368
Переберем все возможные комбинации столкновений команд
all_team_combs_dict = {}
combs_with_2_teams = it.combinations(all_teams, 2)
### получается список списков-комбинаций.
list_of_combs_with_2_teams = [list(i) for i in combs_with_2_teams]
### А у нас будет словарь списков списков
all_team_combs_dict = list_of_combs_with_2_teams
all_team_combs_dict
[['home_Olympique de Marseille', 'home_SV Zulte-Waregem'], ['home_Olympique de Marseille', 'home_SV Werder Bremen'], ['home_Olympique de Marseille', 'home_VfB Stuttgart'], ['home_Olympique de Marseille', 'home_Atlético Madrid'], ['home_Olympique de Marseille', 'home_Ajax'], ['home_Olympique de Marseille', 'home_Empoli'], ['home_Olympique de Marseille', 'home_FC Barcelona'], ['home_Olympique de Marseille', 'home_Aston Villa'], ['home_Olympique de Marseille', 'home_SL Benfica'], ['home_Olympique de Marseille', 'home_KRC Genk'], ['home_Olympique de Marseille', 'home_Sampdoria'], ['home_Olympique de Marseille', 'home_FC Thun'], ['home_Olympique de Marseille', 'home_Wisła Kraków'], ['home_Olympique de Marseille', 'home_Oud-Heverlee Leuven'], ['home_Olympique de Marseille', 'home_Sassuolo'], ['home_Olympique de Marseille', 'home_KVC Westerlo'], ['home_Olympique de Marseille', 'home_FC Ingolstadt 04'], ['home_Olympique de Marseille', 'home_SC Cambuur'], ['home_Olympique de Marseille', 'home_Stade de Reims'], ['home_Olympique de Marseille', 'home_KV Kortrijk'], ['home_Olympique de Marseille', 'home_Sunderland'], ['home_Olympique de Marseille', 'home_Frosinone'], ['home_Olympique de Marseille', 'home_Vitória Guimarães'], ['home_Olympique de Marseille', 'home_Paris Saint-Germain'], ['home_Olympique de Marseille', 'home_Lech Poznań'], ['home_Olympique de Marseille', 'home_KAA Gent'], ['home_Olympique de Marseille', 'home_Athletic Club de Bilbao'], ['home_Olympique de Marseille', 'home_Rayo Vallecano'], ['home_Olympique de Marseille', 'home_Willem II'], ['home_Olympique de Marseille', 'home_Feyenoord'], ['home_Olympique de Marseille', 'home_SC Heerenveen'], ['home_Olympique de Marseille', 'home_Górnik Łęczna'], ['home_Olympique de Marseille', 'home_Rio Ave FC'], ['home_Olympique de Marseille', 'home_Standard de Liège'], ['home_Olympique de Marseille', 'home_Sporting CP'], ['home_Olympique de Marseille', 'home_PSV'], ['home_Olympique de Marseille', 'home_Málaga CF'], ['home_Olympique de Marseille', 'home_Roda JC Kerkrade'], ['home_Olympique de Marseille', 'home_Partick Thistle F.C.'], ['home_Olympique de Marseille', 'home_Pogoń Szczecin'], ['home_Olympique de Marseille', 'home_Excelsior'], ['home_Olympique de Marseille', 'home_St. Johnstone FC'], ['home_Olympique de Marseille', 'home_AS Monaco'], ['home_Olympique de Marseille', 'home_Grasshopper Club Zürich'], ['home_Olympique de Marseille', 'home_Real Betis Balompié'], ['home_Olympique de Marseille', 'home_Carpi'], ['home_Olympique de Marseille', 'home_Toulouse FC'], ['home_Olympique de Marseille', 'home_Swansea City'], ['home_Olympique de Marseille', 'home_FC Utrecht'], ['home_Olympique de Marseille', 'home_Estoril Praia'], ['home_Olympique de Marseille', 'home_Fiorentina'], ['home_Olympique de Marseille', 'home_Lechia Gdańsk'], ['home_Olympique de Marseille', 'home_N.E.C.'], ['home_Olympique de Marseille', 'home_FC Lorient'], ['home_Olympique de Marseille', 'home_Dundee FC'], ['home_Olympique de Marseille', 'home_Hellas Verona'], ['home_Olympique de Marseille', 'home_CD Nacional'], ['home_Olympique de Marseille', 'home_Académica de Coimbra'], ['home_Olympique de Marseille', 'home_PEC Zwolle'], ['home_Olympique de Marseille', 'home_Crystal Palace'], ['home_Olympique de Marseille', 'home_Korona Kielce'], ['home_Olympique de Marseille', 'home_FC Nantes'], ['home_Olympique de Marseille', 'home_Hamburger SV'], ['home_Olympique de Marseille', 'home_OGC Nice'], ['home_Olympique de Marseille', 'home_Villarreal CF'], ['home_Olympique de Marseille', 'home_Chelsea'], ['home_Olympique de Marseille', 'home_Angers SCO'], ['home_Olympique de Marseille', 'home_FC Basel'], ['home_Olympique de Marseille', 'home_RSC Anderlecht'], ['home_Olympique de Marseille', 'home_Palermo'], ['home_Olympique de Marseille', 'home_West Ham United'], ['home_Olympique de Marseille', 'home_Inter'], ['home_Olympique de Marseille', 'home_FC Vaduz'], ['home_Olympique de Marseille', 'home_Sporting Lokeren'], ['home_Olympique de Marseille', 'home_KV Mechelen'], ['home_Olympique de Marseille', 'home_Montpellier Hérault SC'], ['home_Olympique de Marseille', 'home_AS Saint-Étienne'], ['home_Olympique de Marseille', 'home_ES Troyes AC'], ['home_Olympique de Marseille', 'home_Zagłębie Lubin'], ['home_Olympique de Marseille', 'home_Jagiellonia Białystok'], ['home_Olympique de Marseille', 'home_Hannover 96'], ['home_Olympique de Marseille', 'home_CF Os Belenenses'], ['home_Olympique de Marseille', 'home_SC Braga'], ['home_Olympique de Marseille', 'home_Newcastle United'], ['home_Olympique de Marseille', 'home_Getafe CF'], ['home_Olympique de Marseille', 'home_SV Darmstadt 98'], ['home_Olympique de Marseille', 'home_SC Bastia'], ['home_Olympique de Marseille', 'home_Podbeskidzie Bielsko-Biała'], ['home_Olympique de Marseille', 'home_Bologna'], ['home_Olympique de Marseille', 'home_Sevilla FC'], ['home_Olympique de Marseille', 'home_Bournemouth'], ['home_Olympique de Marseille', 'home_Legia Warszawa'], ['home_Olympique de Marseille', 'home_Roma'], ['home_Olympique de Marseille', 'home_Girondins de Bordeaux'], ['home_Olympique de Marseille', 'home_FC Sion'], ['home_Olympique de Marseille', 'home_En Avant de Guingamp'], ['home_Olympique de Marseille', 'home_De Graafschap'], ['home_Olympique de Marseille', 'home_Sporting Charleroi'], ['home_Olympique de Marseille', 'home_1. FC Köln'], ['home_Olympique de Marseille', 'home_Watford'], ['home_Olympique de Marseille', 'home_Vitória Setúbal'], ['home_Olympique de Marseille', 'home_Inverness Caledonian Thistle'], ['home_Olympique de Marseille', 'home_Śląsk Wrocław'], ['home_Olympique de Marseille', 'home_Heracles Almelo'], ['home_Olympique de Marseille', 'home_VfL Wolfsburg'], ['home_Olympique de Marseille', 'home_Torino'], ['home_Olympique de Marseille', 'home_CS Marítimo'], ['home_Olympique de Marseille', 'home_Ross County FC'], ['home_Olympique de Marseille', 'home_Waasland-Beveren'], ['home_Olympique de Marseille', 'home_Polonia Bytom'], ['home_Olympique de Marseille', 'home_Aberdeen'], ['home_Olympique de Marseille', 'home_Celtic'], ['home_Olympique de Marseille', 'home_Everton'], ['home_Olympique de Marseille', 'home_AZ'], ['home_Olympique de Marseille', 'home_Vitesse'], ['home_Olympique de Marseille', 'home_FC Augsburg'], ['home_Olympique de Marseille', 'home_KV Oostende'], ['home_Olympique de Marseille', 'home_Valencia CF'], ['home_Olympique de Marseille', 'home_Leicester City'], ['home_Olympique de Marseille', 'home_Granada CF'], ['home_Olympique de Marseille', 'home_FC Bayern Munich'], ['home_Olympique de Marseille', 'home_Udinese'], ['home_Olympique de Marseille', 'home_RC Celta de Vigo'], ['home_Olympique de Marseille', 'home_Bayer 04 Leverkusen'], ['home_Olympique de Marseille', 'home_Lazio'], ['home_Olympique de Marseille', 'home_Eintracht Frankfurt'], ['home_Olympique de Marseille', 'home_SM Caen'], ['home_Olympique de Marseille', 'home_Norwich City'], ['home_Olympique de Marseille', 'home_Napoli'], ['home_Olympique de Marseille', 'home_SD Eibar'], ['home_Olympique de Marseille', 'home_ADO Den Haag'], ['home_Olympique de Marseille', 'home_Boavista FC'], ['home_Olympique de Marseille', 'home_Manchester City'], ['home_Olympique de Marseille', 'home_Borussia Dortmund'], ['home_Olympique de Marseille', 'home_Olympique Lyonnais'], ['home_Olympique de Marseille', 'home_FC Arouca'], ['home_Olympique de Marseille', 'home_FC Zürich'], ['home_Olympique de Marseille', 'home_UD Las Palmas'], ['home_Olympique de Marseille', 'home_Manchester United'], ['home_Olympique de Marseille', 'home_Real Madrid CF'], ['home_Olympique de Marseille', 'home_RC Deportivo de La Coruña'], ['home_Olympique de Marseille', 'home_FC Schalke 04'], ['home_Olympique de Marseille', 'home_Cracovia'], ['home_Olympique de Marseille', 'home_Motherwell'], ['home_Olympique de Marseille', 'home_Hertha BSC Berlin'], ['home_Olympique de Marseille', 'home_Hamilton Academical FC'], ['home_Olympique de Marseille', 'home_LOSC Lille'], ['home_Olympique de Marseille', 'home_RCD Espanyol'], ['home_Olympique de Marseille', 'home_Genoa'], ['home_Olympique de Marseille', 'home_Levante UD'], ['home_Olympique de Marseille', 'home_Kilmarnock'], ['home_Olympique de Marseille', 'home_Arsenal'], ['home_Olympique de Marseille', 'home_GFC Ajaccio'], ['home_Olympique de Marseille', 'home_Borussia Mönchengladbach'], ['home_Olympique de Marseille', 'home_Sint-Truidense VV'], ['home_Olympique de Marseille', 'home_Royal Excel Mouscron'], ['home_Olympique de Marseille', 'home_1. FSV Mainz 05'], ['home_Olympique de Marseille', 'home_Liverpool'], ['home_Olympique de Marseille', 'home_FC St. Gallen'], ['home_Olympique de Marseille', 'home_Real Sociedad'], ['home_Olympique de Marseille', 'home_Chievo Verona'], ['home_Olympique de Marseille', 'home_Dundee United'], ['home_Olympique de Marseille', 'home_FC Luzern'], ['home_Olympique de Marseille', 'home_FC Groningen'], ['home_Olympique de Marseille', 'home_FC Paços de Ferreira'], ['home_Olympique de Marseille', 'home_West Bromwich Albion'], ['home_Olympique de Marseille', 'home_FC Porto'], ['home_Olympique de Marseille', 'home_Club Brugge KV'], ['home_Olympique de Marseille', 'home_Real Sporting de Gijón'], ['home_Olympique de Marseille', 'home_Piast Gliwice'], ['home_Olympique de Marseille', 'home_Stade Rennais FC'], ['home_Olympique de Marseille', 'home_Moreirense FC'], ['home_Olympique de Marseille', 'home_Ruch Chorzów'], ['home_Olympique de Marseille', 'home_Tottenham Hotspur'], ['home_Olympique de Marseille', 'home_Heart of Midlothian'], ['home_Olympique de Marseille', 'home_FC Twente'], ['home_Olympique de Marseille', 'home_Milan'], ['home_Olympique de Marseille', 'home_TSG 1899 Hoffenheim'], ['home_Olympique de Marseille', 'home_BSC Young Boys'], ['home_Olympique de Marseille', 'home_Atalanta'], ['home_Olympique de Marseille', 'home_Stoke City'], ['home_Olympique de Marseille', 'home_Juventus'], ['home_Olympique de Marseille', 'home_Southampton'], ['home_Olympique de Marseille', 'away_Olympique de Marseille'], ['home_Olympique de Marseille', 'away_SV Zulte-Waregem'], ['home_Olympique de Marseille', 'away_SV Werder Bremen'], ['home_Olympique de Marseille', 'away_VfB Stuttgart'], ['home_Olympique de Marseille', 'away_Atlético Madrid'], ['home_Olympique de Marseille', 'away_Ajax'], ['home_Olympique de Marseille', 'away_Empoli'], ['home_Olympique de Marseille', 'away_FC Barcelona'], ['home_Olympique de Marseille', 'away_Aston Villa'], ['home_Olympique de Marseille', 'away_SL Benfica'], ['home_Olympique de Marseille', 'away_KRC Genk'], ['home_Olympique de Marseille', 'away_Sampdoria'], ['home_Olympique de Marseille', 'away_FC Thun'], ['home_Olympique de Marseille', 'away_Wisła Kraków'], ['home_Olympique de Marseille', 'away_Oud-Heverlee Leuven'], ['home_Olympique de Marseille', 'away_Sassuolo'], ['home_Olympique de Marseille', 'away_KVC Westerlo'], ['home_Olympique de Marseille', 'away_FC Ingolstadt 04'], ['home_Olympique de Marseille', 'away_SC Cambuur'], ['home_Olympique de Marseille', 'away_Stade de Reims'], ['home_Olympique de Marseille', 'away_KV Kortrijk'], ['home_Olympique de Marseille', 'away_Sunderland'], ['home_Olympique de Marseille', 'away_Frosinone'], ['home_Olympique de Marseille', 'away_Vitória Guimarães'], ['home_Olympique de Marseille', 'away_Paris Saint-Germain'], ['home_Olympique de Marseille', 'away_Lech Poznań'], ['home_Olympique de Marseille', 'away_KAA Gent'], ['home_Olympique de Marseille', 'away_Athletic Club de Bilbao'], ['home_Olympique de Marseille', 'away_Rayo Vallecano'], ['home_Olympique de Marseille', 'away_Willem II'], ['home_Olympique de Marseille', 'away_Feyenoord'], ['home_Olympique de Marseille', 'away_SC Heerenveen'], ['home_Olympique de Marseille', 'away_Górnik Łęczna'], ['home_Olympique de Marseille', 'away_Rio Ave FC'], ['home_Olympique de Marseille', 'away_Standard de Liège'], ['home_Olympique de Marseille', 'away_Sporting CP'], ['home_Olympique de Marseille', 'away_PSV'], ['home_Olympique de Marseille', 'away_Málaga CF'], ['home_Olympique de Marseille', 'away_Roda JC Kerkrade'], ['home_Olympique de Marseille', 'away_Partick Thistle F.C.'], ['home_Olympique de Marseille', 'away_Pogoń Szczecin'], ['home_Olympique de Marseille', 'away_Excelsior'], ['home_Olympique de Marseille', 'away_St. Johnstone FC'], ['home_Olympique de Marseille', 'away_AS Monaco'], ['home_Olympique de Marseille', 'away_Grasshopper Club Zürich'], ['home_Olympique de Marseille', 'away_Real Betis Balompié'], ['home_Olympique de Marseille', 'away_Carpi'], ['home_Olympique de Marseille', 'away_Toulouse FC'], ['home_Olympique de Marseille', 'away_Swansea City'], ['home_Olympique de Marseille', 'away_FC Utrecht'], ['home_Olympique de Marseille', 'away_Estoril Praia'], ['home_Olympique de Marseille', 'away_Fiorentina'], ['home_Olympique de Marseille', 'away_Lechia Gdańsk'], ['home_Olympique de Marseille', 'away_N.E.C.'], ['home_Olympique de Marseille', 'away_FC Lorient'], ['home_Olympique de Marseille', 'away_Dundee FC'], ['home_Olympique de Marseille', 'away_Hellas Verona'], ['home_Olympique de Marseille', 'away_CD Nacional'], ['home_Olympique de Marseille', 'away_Académica de Coimbra'], ['home_Olympique de Marseille', 'away_PEC Zwolle'], ['home_Olympique de Marseille', 'away_Crystal Palace'], ['home_Olympique de Marseille', 'away_Korona Kielce'], ['home_Olympique de Marseille', 'away_FC Nantes'], ['home_Olympique de Marseille', 'away_Hamburger SV'], ['home_Olympique de Marseille', 'away_OGC Nice'], ['home_Olympique de Marseille', 'away_Villarreal CF'], ['home_Olympique de Marseille', 'away_Chelsea'], ['home_Olympique de Marseille', 'away_Angers SCO'], ['home_Olympique de Marseille', 'away_FC Basel'], ['home_Olympique de Marseille', 'away_RSC Anderlecht'], ['home_Olympique de Marseille', 'away_Palermo'], ['home_Olympique de Marseille', 'away_West Ham United'], ['home_Olympique de Marseille', 'away_Inter'], ['home_Olympique de Marseille', 'away_FC Vaduz'], ['home_Olympique de Marseille', 'away_Sporting Lokeren'], ['home_Olympique de Marseille', 'away_KV Mechelen'], ['home_Olympique de Marseille', 'away_Montpellier Hérault SC'], ['home_Olympique de Marseille', 'away_AS Saint-Étienne'], ['home_Olympique de Marseille', 'away_ES Troyes AC'], ['home_Olympique de Marseille', 'away_Zagłębie Lubin'], ['home_Olympique de Marseille', 'away_Jagiellonia Białystok'], ['home_Olympique de Marseille', 'away_Hannover 96'], ['home_Olympique de Marseille', 'away_CF Os Belenenses'], ['home_Olympique de Marseille', 'away_SC Braga'], ['home_Olympique de Marseille', 'away_Newcastle United'], ['home_Olympique de Marseille', 'away_Getafe CF'], ['home_Olympique de Marseille', 'away_SV Darmstadt 98'], ['home_Olympique de Marseille', 'away_SC Bastia'], ['home_Olympique de Marseille', 'away_Podbeskidzie Bielsko-Biała'], ['home_Olympique de Marseille', 'away_Bologna'], ['home_Olympique de Marseille', 'away_Sevilla FC'], ['home_Olympique de Marseille', 'away_Bournemouth'], ['home_Olympique de Marseille', 'away_Legia Warszawa'], ['home_Olympique de Marseille', 'away_Roma'], ['home_Olympique de Marseille', 'away_Girondins de Bordeaux'], ['home_Olympique de Marseille', 'away_FC Sion'], ['home_Olympique de Marseille', 'away_En Avant de Guingamp'], ['home_Olympique de Marseille', 'away_De Graafschap'], ['home_Olympique de Marseille', 'away_Sporting Charleroi'], ['home_Olympique de Marseille', 'away_1. FC Köln'], ['home_Olympique de Marseille', 'away_Watford'], ['home_Olympique de Marseille', 'away_Vitória Setúbal'], ['home_Olympique de Marseille', 'away_Inverness Caledonian Thistle'], ['home_Olympique de Marseille', 'away_Śląsk Wrocław'], ['home_Olympique de Marseille', 'away_Heracles Almelo'], ['home_Olympique de Marseille', 'away_VfL Wolfsburg'], ['home_Olympique de Marseille', 'away_Torino'], ['home_Olympique de Marseille', 'away_CS Marítimo'], ['home_Olympique de Marseille', 'away_Ross County FC'], ['home_Olympique de Marseille', 'away_Waasland-Beveren'], ['home_Olympique de Marseille', 'away_Polonia Bytom'], ['home_Olympique de Marseille', 'away_Aberdeen'], ['home_Olympique de Marseille', 'away_Celtic'], ['home_Olympique de Marseille', 'away_Everton'], ['home_Olympique de Marseille', 'away_AZ'], ['home_Olympique de Marseille', 'away_Vitesse'], ['home_Olympique de Marseille', 'away_FC Augsburg'], ['home_Olympique de Marseille', 'away_KV Oostende'], ['home_Olympique de Marseille', 'away_Valencia CF'], ['home_Olympique de Marseille', 'away_Leicester City'], ['home_Olympique de Marseille', 'away_Granada CF'], ['home_Olympique de Marseille', 'away_FC Bayern Munich'], ['home_Olympique de Marseille', 'away_Udinese'], ['home_Olympique de Marseille', 'away_RC Celta de Vigo'], ['home_Olympique de Marseille', 'away_Bayer 04 Leverkusen'], ['home_Olympique de Marseille', 'away_Lazio'], ['home_Olympique de Marseille', 'away_Eintracht Frankfurt'], ['home_Olympique de Marseille', 'away_SM Caen'], ['home_Olympique de Marseille', 'away_Norwich City'], ['home_Olympique de Marseille', 'away_Napoli'], ['home_Olympique de Marseille', 'away_SD Eibar'], ['home_Olympique de Marseille', 'away_ADO Den Haag'], ['home_Olympique de Marseille', 'away_Boavista FC'], ['home_Olympique de Marseille', 'away_Manchester City'], ['home_Olympique de Marseille', 'away_Borussia Dortmund'], ['home_Olympique de Marseille', 'away_Olympique Lyonnais'], ['home_Olympique de Marseille', 'away_FC Arouca'], ['home_Olympique de Marseille', 'away_FC Zürich'], ['home_Olympique de Marseille', 'away_UD Las Palmas'], ['home_Olympique de Marseille', 'away_Manchester United'], ['home_Olympique de Marseille', 'away_Real Madrid CF'], ['home_Olympique de Marseille', 'away_RC Deportivo de La Coruña'], ['home_Olympique de Marseille', 'away_FC Schalke 04'], ['home_Olympique de Marseille', 'away_Cracovia'], ['home_Olympique de Marseille', 'away_Motherwell'], ['home_Olympique de Marseille', 'away_Hertha BSC Berlin'], ['home_Olympique de Marseille', 'away_Hamilton Academical FC'], ['home_Olympique de Marseille', 'away_LOSC Lille'], ['home_Olympique de Marseille', 'away_RCD Espanyol'], ['home_Olympique de Marseille', 'away_Genoa'], ['home_Olympique de Marseille', 'away_Levante UD'], ['home_Olympique de Marseille', 'away_Kilmarnock'], ['home_Olympique de Marseille', 'away_Arsenal'], ['home_Olympique de Marseille', 'away_GFC Ajaccio'], ['home_Olympique de Marseille', 'away_Borussia Mönchengladbach'], ['home_Olympique de Marseille', 'away_Sint-Truidense VV'], ['home_Olympique de Marseille', 'away_Royal Excel Mouscron'], ['home_Olympique de Marseille', 'away_1. FSV Mainz 05'], ['home_Olympique de Marseille', 'away_Liverpool'], ['home_Olympique de Marseille', 'away_FC St. Gallen'], ['home_Olympique de Marseille', 'away_Real Sociedad'], ['home_Olympique de Marseille', 'away_Chievo Verona'], ['home_Olympique de Marseille', 'away_Dundee United'], ['home_Olympique de Marseille', 'away_FC Luzern'], ['home_Olympique de Marseille', 'away_FC Groningen'], ['home_Olympique de Marseille', 'away_FC Paços de Ferreira'], ['home_Olympique de Marseille', 'away_West Bromwich Albion'], ['home_Olympique de Marseille', 'away_FC Porto'], ['home_Olympique de Marseille', 'away_Club Brugge KV'], ['home_Olympique de Marseille', 'away_Real Sporting de Gijón'], ['home_Olympique de Marseille', 'away_Piast Gliwice'], ['home_Olympique de Marseille', 'away_Stade Rennais FC'], ['home_Olympique de Marseille', 'away_Moreirense FC'], ['home_Olympique de Marseille', 'away_Ruch Chorzów'], ['home_Olympique de Marseille', 'away_Tottenham Hotspur'], ['home_Olympique de Marseille', 'away_Heart of Midlothian'], ['home_Olympique de Marseille', 'away_FC Twente'], ['home_Olympique de Marseille', 'away_Milan'], ['home_Olympique de Marseille', 'away_TSG 1899 Hoffenheim'], ['home_Olympique de Marseille', 'away_BSC Young Boys'], ['home_Olympique de Marseille', 'away_Atalanta'], ['home_Olympique de Marseille', 'away_Stoke City'], ['home_Olympique de Marseille', 'away_Juventus'], ['home_Olympique de Marseille', 'away_Southampton'], ['home_SV Zulte-Waregem', 'home_SV Werder Bremen'], ['home_SV Zulte-Waregem', 'home_VfB Stuttgart'], ['home_SV Zulte-Waregem', 'home_Atlético Madrid'], ['home_SV Zulte-Waregem', 'home_Ajax'], ['home_SV Zulte-Waregem', 'home_Empoli'], ['home_SV Zulte-Waregem', 'home_FC Barcelona'], ['home_SV Zulte-Waregem', 'home_Aston Villa'], ['home_SV Zulte-Waregem', 'home_SL Benfica'], ['home_SV Zulte-Waregem', 'home_KRC Genk'], ['home_SV Zulte-Waregem', 'home_Sampdoria'], ['home_SV Zulte-Waregem', 'home_FC Thun'], ['home_SV Zulte-Waregem', 'home_Wisła Kraków'], ['home_SV Zulte-Waregem', 'home_Oud-Heverlee Leuven'], ['home_SV Zulte-Waregem', 'home_Sassuolo'], ['home_SV Zulte-Waregem', 'home_KVC Westerlo'], ['home_SV Zulte-Waregem', 'home_FC Ingolstadt 04'], ['home_SV Zulte-Waregem', 'home_SC Cambuur'], ['home_SV Zulte-Waregem', 'home_Stade de Reims'], ['home_SV Zulte-Waregem', 'home_KV Kortrijk'], ['home_SV Zulte-Waregem', 'home_Sunderland'], ['home_SV Zulte-Waregem', 'home_Frosinone'], ['home_SV Zulte-Waregem', 'home_Vitória Guimarães'], ['home_SV Zulte-Waregem', 'home_Paris Saint-Germain'], ['home_SV Zulte-Waregem', 'home_Lech Poznań'], ['home_SV Zulte-Waregem', 'home_KAA Gent'], ['home_SV Zulte-Waregem', 'home_Athletic Club de Bilbao'], ['home_SV Zulte-Waregem', 'home_Rayo Vallecano'], ['home_SV Zulte-Waregem', 'home_Willem II'], ['home_SV Zulte-Waregem', 'home_Feyenoord'], ['home_SV Zulte-Waregem', 'home_SC Heerenveen'], ['home_SV Zulte-Waregem', 'home_Górnik Łęczna'], ['home_SV Zulte-Waregem', 'home_Rio Ave FC'], ['home_SV Zulte-Waregem', 'home_Standard de Liège'], ['home_SV Zulte-Waregem', 'home_Sporting CP'], ['home_SV Zulte-Waregem', 'home_PSV'], ['home_SV Zulte-Waregem', 'home_Málaga CF'], ['home_SV Zulte-Waregem', 'home_Roda JC Kerkrade'], ['home_SV Zulte-Waregem', 'home_Partick Thistle F.C.'], ['home_SV Zulte-Waregem', 'home_Pogoń Szczecin'], ['home_SV Zulte-Waregem', 'home_Excelsior'], ['home_SV Zulte-Waregem', 'home_St. Johnstone FC'], ['home_SV Zulte-Waregem', 'home_AS Monaco'], ['home_SV Zulte-Waregem', 'home_Grasshopper Club Zürich'], ['home_SV Zulte-Waregem', 'home_Real Betis Balompié'], ['home_SV Zulte-Waregem', 'home_Carpi'], ['home_SV Zulte-Waregem', 'home_Toulouse FC'], ['home_SV Zulte-Waregem', 'home_Swansea City'], ['home_SV Zulte-Waregem', 'home_FC Utrecht'], ['home_SV Zulte-Waregem', 'home_Estoril Praia'], ['home_SV Zulte-Waregem', 'home_Fiorentina'], ['home_SV Zulte-Waregem', 'home_Lechia Gdańsk'], ['home_SV Zulte-Waregem', 'home_N.E.C.'], ['home_SV Zulte-Waregem', 'home_FC Lorient'], ['home_SV Zulte-Waregem', 'home_Dundee FC'], ['home_SV Zulte-Waregem', 'home_Hellas Verona'], ['home_SV Zulte-Waregem', 'home_CD Nacional'], ['home_SV Zulte-Waregem', 'home_Académica de Coimbra'], ['home_SV Zulte-Waregem', 'home_PEC Zwolle'], ['home_SV Zulte-Waregem', 'home_Crystal Palace'], ['home_SV Zulte-Waregem', 'home_Korona Kielce'], ['home_SV Zulte-Waregem', 'home_FC Nantes'], ['home_SV Zulte-Waregem', 'home_Hamburger SV'], ['home_SV Zulte-Waregem', 'home_OGC Nice'], ['home_SV Zulte-Waregem', 'home_Villarreal CF'], ['home_SV Zulte-Waregem', 'home_Chelsea'], ['home_SV Zulte-Waregem', 'home_Angers SCO'], ['home_SV Zulte-Waregem', 'home_FC Basel'], ['home_SV Zulte-Waregem', 'home_RSC Anderlecht'], ['home_SV Zulte-Waregem', 'home_Palermo'], ['home_SV Zulte-Waregem', 'home_West Ham United'], ['home_SV Zulte-Waregem', 'home_Inter'], ['home_SV Zulte-Waregem', 'home_FC Vaduz'], ['home_SV Zulte-Waregem', 'home_Sporting Lokeren'], ['home_SV Zulte-Waregem', 'home_KV Mechelen'], ['home_SV Zulte-Waregem', 'home_Montpellier Hérault SC'], ['home_SV Zulte-Waregem', 'home_AS Saint-Étienne'], ['home_SV Zulte-Waregem', 'home_ES Troyes AC'], ['home_SV Zulte-Waregem', 'home_Zagłębie Lubin'], ['home_SV Zulte-Waregem', 'home_Jagiellonia Białystok'], ['home_SV Zulte-Waregem', 'home_Hannover 96'], ['home_SV Zulte-Waregem', 'home_CF Os Belenenses'], ['home_SV Zulte-Waregem', 'home_SC Braga'], ['home_SV Zulte-Waregem', 'home_Newcastle United'], ['home_SV Zulte-Waregem', 'home_Getafe CF'], ['home_SV Zulte-Waregem', 'home_SV Darmstadt 98'], ['home_SV Zulte-Waregem', 'home_SC Bastia'], ['home_SV Zulte-Waregem', 'home_Podbeskidzie Bielsko-Biała'], ['home_SV Zulte-Waregem', 'home_Bologna'], ['home_SV Zulte-Waregem', 'home_Sevilla FC'], ['home_SV Zulte-Waregem', 'home_Bournemouth'], ['home_SV Zulte-Waregem', 'home_Legia Warszawa'], ['home_SV Zulte-Waregem', 'home_Roma'], ['home_SV Zulte-Waregem', 'home_Girondins de Bordeaux'], ['home_SV Zulte-Waregem', 'home_FC Sion'], ['home_SV Zulte-Waregem', 'home_En Avant de Guingamp'], ['home_SV Zulte-Waregem', 'home_De Graafschap'], ['home_SV Zulte-Waregem', 'home_Sporting Charleroi'], ['home_SV Zulte-Waregem', 'home_1. FC Köln'], ['home_SV Zulte-Waregem', 'home_Watford'], ['home_SV Zulte-Waregem', 'home_Vitória Setúbal'], ['home_SV Zulte-Waregem', 'home_Inverness Caledonian Thistle'], ['home_SV Zulte-Waregem', 'home_Śląsk Wrocław'], ['home_SV Zulte-Waregem', 'home_Heracles Almelo'], ['home_SV Zulte-Waregem', 'home_VfL Wolfsburg'], ['home_SV Zulte-Waregem', 'home_Torino'], ['home_SV Zulte-Waregem', 'home_CS Marítimo'], ['home_SV Zulte-Waregem', 'home_Ross County FC'], ['home_SV Zulte-Waregem', 'home_Waasland-Beveren'], ['home_SV Zulte-Waregem', 'home_Polonia Bytom'], ['home_SV Zulte-Waregem', 'home_Aberdeen'], ['home_SV Zulte-Waregem', 'home_Celtic'], ['home_SV Zulte-Waregem', 'home_Everton'], ['home_SV Zulte-Waregem', 'home_AZ'], ['home_SV Zulte-Waregem', 'home_Vitesse'], ['home_SV Zulte-Waregem', 'home_FC Augsburg'], ['home_SV Zulte-Waregem', 'home_KV Oostende'], ['home_SV Zulte-Waregem', 'home_Valencia CF'], ['home_SV Zulte-Waregem', 'home_Leicester City'], ['home_SV Zulte-Waregem', 'home_Granada CF'], ['home_SV Zulte-Waregem', 'home_FC Bayern Munich'], ['home_SV Zulte-Waregem', 'home_Udinese'], ['home_SV Zulte-Waregem', 'home_RC Celta de Vigo'], ['home_SV Zulte-Waregem', 'home_Bayer 04 Leverkusen'], ['home_SV Zulte-Waregem', 'home_Lazio'], ['home_SV Zulte-Waregem', 'home_Eintracht Frankfurt'], ['home_SV Zulte-Waregem', 'home_SM Caen'], ['home_SV Zulte-Waregem', 'home_Norwich City'], ['home_SV Zulte-Waregem', 'home_Napoli'], ['home_SV Zulte-Waregem', 'home_SD Eibar'], ['home_SV Zulte-Waregem', 'home_ADO Den Haag'], ['home_SV Zulte-Waregem', 'home_Boavista FC'], ['home_SV Zulte-Waregem', 'home_Manchester City'], ['home_SV Zulte-Waregem', 'home_Borussia Dortmund'], ['home_SV Zulte-Waregem', 'home_Olympique Lyonnais'], ['home_SV Zulte-Waregem', 'home_FC Arouca'], ['home_SV Zulte-Waregem', 'home_FC Zürich'], ['home_SV Zulte-Waregem', 'home_UD Las Palmas'], ['home_SV Zulte-Waregem', 'home_Manchester United'], ['home_SV Zulte-Waregem', 'home_Real Madrid CF'], ['home_SV Zulte-Waregem', 'home_RC Deportivo de La Coruña'], ['home_SV Zulte-Waregem', 'home_FC Schalke 04'], ['home_SV Zulte-Waregem', 'home_Cracovia'], ['home_SV Zulte-Waregem', 'home_Motherwell'], ['home_SV Zulte-Waregem', 'home_Hertha BSC Berlin'], ['home_SV Zulte-Waregem', 'home_Hamilton Academical FC'], ['home_SV Zulte-Waregem', 'home_LOSC Lille'], ['home_SV Zulte-Waregem', 'home_RCD Espanyol'], ['home_SV Zulte-Waregem', 'home_Genoa'], ['home_SV Zulte-Waregem', 'home_Levante UD'], ['home_SV Zulte-Waregem', 'home_Kilmarnock'], ['home_SV Zulte-Waregem', 'home_Arsenal'], ['home_SV Zulte-Waregem', 'home_GFC Ajaccio'], ['home_SV Zulte-Waregem', 'home_Borussia Mönchengladbach'], ['home_SV Zulte-Waregem', 'home_Sint-Truidense VV'], ['home_SV Zulte-Waregem', 'home_Royal Excel Mouscron'], ['home_SV Zulte-Waregem', 'home_1. FSV Mainz 05'], ['home_SV Zulte-Waregem', 'home_Liverpool'], ['home_SV Zulte-Waregem', 'home_FC St. Gallen'], ['home_SV Zulte-Waregem', 'home_Real Sociedad'], ['home_SV Zulte-Waregem', 'home_Chievo Verona'], ['home_SV Zulte-Waregem', 'home_Dundee United'], ['home_SV Zulte-Waregem', 'home_FC Luzern'], ['home_SV Zulte-Waregem', 'home_FC Groningen'], ['home_SV Zulte-Waregem', 'home_FC Paços de Ferreira'], ['home_SV Zulte-Waregem', 'home_West Bromwich Albion'], ['home_SV Zulte-Waregem', 'home_FC Porto'], ['home_SV Zulte-Waregem', 'home_Club Brugge KV'], ['home_SV Zulte-Waregem', 'home_Real Sporting de Gijón'], ['home_SV Zulte-Waregem', 'home_Piast Gliwice'], ['home_SV Zulte-Waregem', 'home_Stade Rennais FC'], ['home_SV Zulte-Waregem', 'home_Moreirense FC'], ['home_SV Zulte-Waregem', 'home_Ruch Chorzów'], ['home_SV Zulte-Waregem', 'home_Tottenham Hotspur'], ['home_SV Zulte-Waregem', 'home_Heart of Midlothian'], ['home_SV Zulte-Waregem', 'home_FC Twente'], ['home_SV Zulte-Waregem', 'home_Milan'], ['home_SV Zulte-Waregem', 'home_TSG 1899 Hoffenheim'], ['home_SV Zulte-Waregem', 'home_BSC Young Boys'], ['home_SV Zulte-Waregem', 'home_Atalanta'], ['home_SV Zulte-Waregem', 'home_Stoke City'], ['home_SV Zulte-Waregem', 'home_Juventus'], ['home_SV Zulte-Waregem', 'home_Southampton'], ['home_SV Zulte-Waregem', 'away_Olympique de Marseille'], ['home_SV Zulte-Waregem', 'away_SV Zulte-Waregem'], ['home_SV Zulte-Waregem', 'away_SV Werder Bremen'], ['home_SV Zulte-Waregem', 'away_VfB Stuttgart'], ['home_SV Zulte-Waregem', 'away_Atlético Madrid'], ['home_SV Zulte-Waregem', 'away_Ajax'], ['home_SV Zulte-Waregem', 'away_Empoli'], ['home_SV Zulte-Waregem', 'away_FC Barcelona'], ['home_SV Zulte-Waregem', 'away_Aston Villa'], ['home_SV Zulte-Waregem', 'away_SL Benfica'], ['home_SV Zulte-Waregem', 'away_KRC Genk'], ['home_SV Zulte-Waregem', 'away_Sampdoria'], ['home_SV Zulte-Waregem', 'away_FC Thun'], ['home_SV Zulte-Waregem', 'away_Wisła Kraków'], ['home_SV Zulte-Waregem', 'away_Oud-Heverlee Leuven'], ['home_SV Zulte-Waregem', 'away_Sassuolo'], ['home_SV Zulte-Waregem', 'away_KVC Westerlo'], ['home_SV Zulte-Waregem', 'away_FC Ingolstadt 04'], ['home_SV Zulte-Waregem', 'away_SC Cambuur'], ['home_SV Zulte-Waregem', 'away_Stade de Reims'], ['home_SV Zulte-Waregem', 'away_KV Kortrijk'], ['home_SV Zulte-Waregem', 'away_Sunderland'], ['home_SV Zulte-Waregem', 'away_Frosinone'], ['home_SV Zulte-Waregem', 'away_Vitória Guimarães'], ['home_SV Zulte-Waregem', 'away_Paris Saint-Germain'], ['home_SV Zulte-Waregem', 'away_Lech Poznań'], ['home_SV Zulte-Waregem', 'away_KAA Gent'], ['home_SV Zulte-Waregem', 'away_Athletic Club de Bilbao'], ['home_SV Zulte-Waregem', 'away_Rayo Vallecano'], ['home_SV Zulte-Waregem', 'away_Willem II'], ['home_SV Zulte-Waregem', 'away_Feyenoord'], ['home_SV Zulte-Waregem', 'away_SC Heerenveen'], ['home_SV Zulte-Waregem', 'away_Górnik Łęczna'], ['home_SV Zulte-Waregem', 'away_Rio Ave FC'], ['home_SV Zulte-Waregem', 'away_Standard de Liège'], ['home_SV Zulte-Waregem', 'away_Sporting CP'], ['home_SV Zulte-Waregem', 'away_PSV'], ['home_SV Zulte-Waregem', 'away_Málaga CF'], ['home_SV Zulte-Waregem', 'away_Roda JC Kerkrade'], ['home_SV Zulte-Waregem', 'away_Partick Thistle F.C.'], ['home_SV Zulte-Waregem', 'away_Pogoń Szczecin'], ['home_SV Zulte-Waregem', 'away_Excelsior'], ['home_SV Zulte-Waregem', 'away_St. Johnstone FC'], ['home_SV Zulte-Waregem', 'away_AS Monaco'], ['home_SV Zulte-Waregem', 'away_Grasshopper Club Zürich'], ['home_SV Zulte-Waregem', 'away_Real Betis Balompié'], ['home_SV Zulte-Waregem', 'away_Carpi'], ['home_SV Zulte-Waregem', 'away_Toulouse FC'], ['home_SV Zulte-Waregem', 'away_Swansea City'], ['home_SV Zulte-Waregem', 'away_FC Utrecht'], ['home_SV Zulte-Waregem', 'away_Estoril Praia'], ['home_SV Zulte-Waregem', 'away_Fiorentina'], ['home_SV Zulte-Waregem', 'away_Lechia Gdańsk'], ['home_SV Zulte-Waregem', 'away_N.E.C.'], ['home_SV Zulte-Waregem', 'away_FC Lorient'], ['home_SV Zulte-Waregem', 'away_Dundee FC'], ['home_SV Zulte-Waregem', 'away_Hellas Verona'], ['home_SV Zulte-Waregem', 'away_CD Nacional'], ['home_SV Zulte-Waregem', 'away_Académica de Coimbra'], ['home_SV Zulte-Waregem', 'away_PEC Zwolle'], ['home_SV Zulte-Waregem', 'away_Crystal Palace'], ['home_SV Zulte-Waregem', 'away_Korona Kielce'], ['home_SV Zulte-Waregem', 'away_FC Nantes'], ['home_SV Zulte-Waregem', 'away_Hamburger SV'], ['home_SV Zulte-Waregem', 'away_OGC Nice'], ['home_SV Zulte-Waregem', 'away_Villarreal CF'], ['home_SV Zulte-Waregem', 'away_Chelsea'], ['home_SV Zulte-Waregem', 'away_Angers SCO'], ['home_SV Zulte-Waregem', 'away_FC Basel'], ['home_SV Zulte-Waregem', 'away_RSC Anderlecht'], ['home_SV Zulte-Waregem', 'away_Palermo'], ['home_SV Zulte-Waregem', 'away_West Ham United'], ['home_SV Zulte-Waregem', 'away_Inter'], ['home_SV Zulte-Waregem', 'away_FC Vaduz'], ['home_SV Zulte-Waregem', 'away_Sporting Lokeren'], ['home_SV Zulte-Waregem', 'away_KV Mechelen'], ['home_SV Zulte-Waregem', 'away_Montpellier Hérault SC'], ['home_SV Zulte-Waregem', 'away_AS Saint-Étienne'], ['home_SV Zulte-Waregem', 'away_ES Troyes AC'], ['home_SV Zulte-Waregem', 'away_Zagłębie Lubin'], ['home_SV Zulte-Waregem', 'away_Jagiellonia Białystok'], ['home_SV Zulte-Waregem', 'away_Hannover 96'], ['home_SV Zulte-Waregem', 'away_CF Os Belenenses'], ['home_SV Zulte-Waregem', 'away_SC Braga'], ['home_SV Zulte-Waregem', 'away_Newcastle United'], ['home_SV Zulte-Waregem', 'away_Getafe CF'], ['home_SV Zulte-Waregem', 'away_SV Darmstadt 98'], ['home_SV Zulte-Waregem', 'away_SC Bastia'], ['home_SV Zulte-Waregem', 'away_Podbeskidzie Bielsko-Biała'], ['home_SV Zulte-Waregem', 'away_Bologna'], ['home_SV Zulte-Waregem', 'away_Sevilla FC'], ['home_SV Zulte-Waregem', 'away_Bournemouth'], ['home_SV Zulte-Waregem', 'away_Legia Warszawa'], ['home_SV Zulte-Waregem', 'away_Roma'], ['home_SV Zulte-Waregem', 'away_Girondins de Bordeaux'], ['home_SV Zulte-Waregem', 'away_FC Sion'], ['home_SV Zulte-Waregem', 'away_En Avant de Guingamp'], ['home_SV Zulte-Waregem', 'away_De Graafschap'], ['home_SV Zulte-Waregem', 'away_Sporting Charleroi'], ['home_SV Zulte-Waregem', 'away_1. FC Köln'], ['home_SV Zulte-Waregem', 'away_Watford'], ['home_SV Zulte-Waregem', 'away_Vitória Setúbal'], ['home_SV Zulte-Waregem', 'away_Inverness Caledonian Thistle'], ['home_SV Zulte-Waregem', 'away_Śląsk Wrocław'], ['home_SV Zulte-Waregem', 'away_Heracles Almelo'], ['home_SV Zulte-Waregem', 'away_VfL Wolfsburg'], ['home_SV Zulte-Waregem', 'away_Torino'], ['home_SV Zulte-Waregem', 'away_CS Marítimo'], ['home_SV Zulte-Waregem', 'away_Ross County FC'], ['home_SV Zulte-Waregem', 'away_Waasland-Beveren'], ['home_SV Zulte-Waregem', 'away_Polonia Bytom'], ['home_SV Zulte-Waregem', 'away_Aberdeen'], ['home_SV Zulte-Waregem', 'away_Celtic'], ['home_SV Zulte-Waregem', 'away_Everton'], ['home_SV Zulte-Waregem', 'away_AZ'], ['home_SV Zulte-Waregem', 'away_Vitesse'], ['home_SV Zulte-Waregem', 'away_FC Augsburg'], ['home_SV Zulte-Waregem', 'away_KV Oostende'], ['home_SV Zulte-Waregem', 'away_Valencia CF'], ['home_SV Zulte-Waregem', 'away_Leicester City'], ['home_SV Zulte-Waregem', 'away_Granada CF'], ['home_SV Zulte-Waregem', 'away_FC Bayern Munich'], ['home_SV Zulte-Waregem', 'away_Udinese'], ['home_SV Zulte-Waregem', 'away_RC Celta de Vigo'], ['home_SV Zulte-Waregem', 'away_Bayer 04 Leverkusen'], ['home_SV Zulte-Waregem', 'away_Lazio'], ['home_SV Zulte-Waregem', 'away_Eintracht Frankfurt'], ['home_SV Zulte-Waregem', 'away_SM Caen'], ['home_SV Zulte-Waregem', 'away_Norwich City'], ['home_SV Zulte-Waregem', 'away_Napoli'], ['home_SV Zulte-Waregem', 'away_SD Eibar'], ['home_SV Zulte-Waregem', 'away_ADO Den Haag'], ['home_SV Zulte-Waregem', 'away_Boavista FC'], ['home_SV Zulte-Waregem', 'away_Manchester City'], ['home_SV Zulte-Waregem', 'away_Borussia Dortmund'], ['home_SV Zulte-Waregem', 'away_Olympique Lyonnais'], ['home_SV Zulte-Waregem', 'away_FC Arouca'], ['home_SV Zulte-Waregem', 'away_FC Zürich'], ['home_SV Zulte-Waregem', 'away_UD Las Palmas'], ['home_SV Zulte-Waregem', 'away_Manchester United'], ['home_SV Zulte-Waregem', 'away_Real Madrid CF'], ['home_SV Zulte-Waregem', 'away_RC Deportivo de La Coruña'], ['home_SV Zulte-Waregem', 'away_FC Schalke 04'], ['home_SV Zulte-Waregem', 'away_Cracovia'], ['home_SV Zulte-Waregem', 'away_Motherwell'], ['home_SV Zulte-Waregem', 'away_Hertha BSC Berlin'], ['home_SV Zulte-Waregem', 'away_Hamilton Academical FC'], ['home_SV Zulte-Waregem', 'away_LOSC Lille'], ['home_SV Zulte-Waregem', 'away_RCD Espanyol'], ['home_SV Zulte-Waregem', 'away_Genoa'], ['home_SV Zulte-Waregem', 'away_Levante UD'], ['home_SV Zulte-Waregem', 'away_Kilmarnock'], ['home_SV Zulte-Waregem', 'away_Arsenal'], ['home_SV Zulte-Waregem', 'away_GFC Ajaccio'], ['home_SV Zulte-Waregem', 'away_Borussia Mönchengladbach'], ['home_SV Zulte-Waregem', 'away_Sint-Truidense VV'], ['home_SV Zulte-Waregem', 'away_Royal Excel Mouscron'], ['home_SV Zulte-Waregem', 'away_1. FSV Mainz 05'], ['home_SV Zulte-Waregem', 'away_Liverpool'], ['home_SV Zulte-Waregem', 'away_FC St. Gallen'], ['home_SV Zulte-Waregem', 'away_Real Sociedad'], ['home_SV Zulte-Waregem', 'away_Chievo Verona'], ['home_SV Zulte-Waregem', 'away_Dundee United'], ['home_SV Zulte-Waregem', 'away_FC Luzern'], ['home_SV Zulte-Waregem', 'away_FC Groningen'], ['home_SV Zulte-Waregem', 'away_FC Paços de Ferreira'], ['home_SV Zulte-Waregem', 'away_West Bromwich Albion'], ['home_SV Zulte-Waregem', 'away_FC Porto'], ['home_SV Zulte-Waregem', 'away_Club Brugge KV'], ['home_SV Zulte-Waregem', 'away_Real Sporting de Gijón'], ['home_SV Zulte-Waregem', 'away_Piast Gliwice'], ['home_SV Zulte-Waregem', 'away_Stade Rennais FC'], ['home_SV Zulte-Waregem', 'away_Moreirense FC'], ['home_SV Zulte-Waregem', 'away_Ruch Chorzów'], ['home_SV Zulte-Waregem', 'away_Tottenham Hotspur'], ['home_SV Zulte-Waregem', 'away_Heart of Midlothian'], ['home_SV Zulte-Waregem', 'away_FC Twente'], ['home_SV Zulte-Waregem', 'away_Milan'], ['home_SV Zulte-Waregem', 'away_TSG 1899 Hoffenheim'], ['home_SV Zulte-Waregem', 'away_BSC Young Boys'], ['home_SV Zulte-Waregem', 'away_Atalanta'], ['home_SV Zulte-Waregem', 'away_Stoke City'], ['home_SV Zulte-Waregem', 'away_Juventus'], ['home_SV Zulte-Waregem', 'away_Southampton'], ['home_SV Werder Bremen', 'home_VfB Stuttgart'], ['home_SV Werder Bremen', 'home_Atlético Madrid'], ['home_SV Werder Bremen', 'home_Ajax'], ['home_SV Werder Bremen', 'home_Empoli'], ['home_SV Werder Bremen', 'home_FC Barcelona'], ['home_SV Werder Bremen', 'home_Aston Villa'], ['home_SV Werder Bremen', 'home_SL Benfica'], ['home_SV Werder Bremen', 'home_KRC Genk'], ['home_SV Werder Bremen', 'home_Sampdoria'], ['home_SV Werder Bremen', 'home_FC Thun'], ['home_SV Werder Bremen', 'home_Wisła Kraków'], ['home_SV Werder Bremen', 'home_Oud-Heverlee Leuven'], ['home_SV Werder Bremen', 'home_Sassuolo'], ['home_SV Werder Bremen', 'home_KVC Westerlo'], ['home_SV Werder Bremen', 'home_FC Ingolstadt 04'], ['home_SV Werder Bremen', 'home_SC Cambuur'], ['home_SV Werder Bremen', 'home_Stade de Reims'], ['home_SV Werder Bremen', 'home_KV Kortrijk'], ['home_SV Werder Bremen', 'home_Sunderland'], ['home_SV Werder Bremen', 'home_Frosinone'], ['home_SV Werder Bremen', 'home_Vitória Guimarães'], ['home_SV Werder Bremen', 'home_Paris Saint-Germain'], ['home_SV Werder Bremen', 'home_Lech Poznań'], ['home_SV Werder Bremen', 'home_KAA Gent'], ['home_SV Werder Bremen', 'home_Athletic Club de Bilbao'], ['home_SV Werder Bremen', 'home_Rayo Vallecano'], ['home_SV Werder Bremen', 'home_Willem II'], ['home_SV Werder Bremen', 'home_Feyenoord'], ['home_SV Werder Bremen', 'home_SC Heerenveen'], ['home_SV Werder Bremen', 'home_Górnik Łęczna'], ['home_SV Werder Bremen', 'home_Rio Ave FC'], ['home_SV Werder Bremen', 'home_Standard de Liège'], ['home_SV Werder Bremen', 'home_Sporting CP'], ['home_SV Werder Bremen', 'home_PSV'], ['home_SV Werder Bremen', 'home_Málaga CF'], ['home_SV Werder Bremen', 'home_Roda JC Kerkrade'], ['home_SV Werder Bremen', 'home_Partick Thistle F.C.'], ['home_SV Werder Bremen', 'home_Pogoń Szczecin'], ['home_SV Werder Bremen', 'home_Excelsior'], ['home_SV Werder Bremen', 'home_St. Johnstone FC'], ['home_SV Werder Bremen', 'home_AS Monaco'], ['home_SV Werder Bremen', 'home_Grasshopper Club Zürich'], ['home_SV Werder Bremen', 'home_Real Betis Balompié'], ['home_SV Werder Bremen', 'home_Carpi'], ['home_SV Werder Bremen', 'home_Toulouse FC'], ['home_SV Werder Bremen', 'home_Swansea City'], ['home_SV Werder Bremen', 'home_FC Utrecht'], ['home_SV Werder Bremen', 'home_Estoril Praia'], ['home_SV Werder Bremen', 'home_Fiorentina'], ['home_SV Werder Bremen', 'home_Lechia Gdańsk'], ['home_SV Werder Bremen', 'home_N.E.C.'], ['home_SV Werder Bremen', 'home_FC Lorient'], ['home_SV Werder Bremen', 'home_Dundee FC'], ['home_SV Werder Bremen', 'home_Hellas Verona'], ['home_SV Werder Bremen', 'home_CD Nacional'], ['home_SV Werder Bremen', 'home_Académica de Coimbra'], ['home_SV Werder Bremen', 'home_PEC Zwolle'], ['home_SV Werder Bremen', 'home_Crystal Palace'], ['home_SV Werder Bremen', 'home_Korona Kielce'], ['home_SV Werder Bremen', 'home_FC Nantes'], ['home_SV Werder Bremen', 'home_Hamburger SV'], ['home_SV Werder Bremen', 'home_OGC Nice'], ['home_SV Werder Bremen', 'home_Villarreal CF'], ['home_SV Werder Bremen', 'home_Chelsea'], ['home_SV Werder Bremen', 'home_Angers SCO'], ['home_SV Werder Bremen', 'home_FC Basel'], ['home_SV Werder Bremen', 'home_RSC Anderlecht'], ['home_SV Werder Bremen', 'home_Palermo'], ['home_SV Werder Bremen', 'home_West Ham United'], ['home_SV Werder Bremen', 'home_Inter'], ['home_SV Werder Bremen', 'home_FC Vaduz'], ['home_SV Werder Bremen', 'home_Sporting Lokeren'], ['home_SV Werder Bremen', 'home_KV Mechelen'], ['home_SV Werder Bremen', 'home_Montpellier Hérault SC'], ['home_SV Werder Bremen', 'home_AS Saint-Étienne'], ['home_SV Werder Bremen', 'home_ES Troyes AC'], ['home_SV Werder Bremen', 'home_Zagłębie Lubin'], ['home_SV Werder Bremen', 'home_Jagiellonia Białystok'], ['home_SV Werder Bremen', 'home_Hannover 96'], ['home_SV Werder Bremen', 'home_CF Os Belenenses'], ['home_SV Werder Bremen', 'home_SC Braga'], ['home_SV Werder Bremen', 'home_Newcastle United'], ['home_SV Werder Bremen', 'home_Getafe CF'], ['home_SV Werder Bremen', 'home_SV Darmstadt 98'], ['home_SV Werder Bremen', 'home_SC Bastia'], ['home_SV Werder Bremen', 'home_Podbeskidzie Bielsko-Biała'], ['home_SV Werder Bremen', 'home_Bologna'], ['home_SV Werder Bremen', 'home_Sevilla FC'], ['home_SV Werder Bremen', 'home_Bournemouth'], ['home_SV Werder Bremen', 'home_Legia Warszawa'], ['home_SV Werder Bremen', 'home_Roma'], ['home_SV Werder Bremen', 'home_Girondins de Bordeaux'], ['home_SV Werder Bremen', 'home_FC Sion'], ['home_SV Werder Bremen', 'home_En Avant de Guingamp'], ['home_SV Werder Bremen', 'home_De Graafschap'], ['home_SV Werder Bremen', 'home_Sporting Charleroi'], ['home_SV Werder Bremen', 'home_1. FC Köln'], ['home_SV Werder Bremen', 'home_Watford'], ['home_SV Werder Bremen', 'home_Vitória Setúbal'], ['home_SV Werder Bremen', 'home_Inverness Caledonian Thistle'], ['home_SV Werder Bremen', 'home_Śląsk Wrocław'], ['home_SV Werder Bremen', 'home_Heracles Almelo'], ['home_SV Werder Bremen', 'home_VfL Wolfsburg'], ['home_SV Werder Bremen', 'home_Torino'], ['home_SV Werder Bremen', 'home_CS Marítimo'], ['home_SV Werder Bremen', 'home_Ross County FC'], ['home_SV Werder Bremen', 'home_Waasland-Beveren'], ['home_SV Werder Bremen', 'home_Polonia Bytom'], ['home_SV Werder Bremen', 'home_Aberdeen'], ['home_SV Werder Bremen', 'home_Celtic'], ['home_SV Werder Bremen', 'home_Everton'], ['home_SV Werder Bremen', 'home_AZ'], ['home_SV Werder Bremen', 'home_Vitesse'], ['home_SV Werder Bremen', 'home_FC Augsburg'], ['home_SV Werder Bremen', 'home_KV Oostende'], ['home_SV Werder Bremen', 'home_Valencia CF'], ['home_SV Werder Bremen', 'home_Leicester City'], ['home_SV Werder Bremen', 'home_Granada CF'], ['home_SV Werder Bremen', 'home_FC Bayern Munich'], ['home_SV Werder Bremen', 'home_Udinese'], ['home_SV Werder Bremen', 'home_RC Celta de Vigo'], ['home_SV Werder Bremen', 'home_Bayer 04 Leverkusen'], ['home_SV Werder Bremen', 'home_Lazio'], ['home_SV Werder Bremen', 'home_Eintracht Frankfurt'], ['home_SV Werder Bremen', 'home_SM Caen'], ['home_SV Werder Bremen', 'home_Norwich City'], ['home_SV Werder Bremen', 'home_Napoli'], ['home_SV Werder Bremen', 'home_SD Eibar'], ['home_SV Werder Bremen', 'home_ADO Den Haag'], ['home_SV Werder Bremen', 'home_Boavista FC'], ['home_SV Werder Bremen', 'home_Manchester City'], ['home_SV Werder Bremen', 'home_Borussia Dortmund'], ['home_SV Werder Bremen', 'home_Olympique Lyonnais'], ['home_SV Werder Bremen', 'home_FC Arouca'], ['home_SV Werder Bremen', 'home_FC Zürich'], ['home_SV Werder Bremen', 'home_UD Las Palmas'], ['home_SV Werder Bremen', 'home_Manchester United'], ['home_SV Werder Bremen', 'home_Real Madrid CF'], ['home_SV Werder Bremen', 'home_RC Deportivo de La Coruña'], ['home_SV Werder Bremen', 'home_FC Schalke 04'], ['home_SV Werder Bremen', 'home_Cracovia'], ['home_SV Werder Bremen', 'home_Motherwell'], ['home_SV Werder Bremen', 'home_Hertha BSC Berlin'], ['home_SV Werder Bremen', 'home_Hamilton Academical FC'], ['home_SV Werder Bremen', 'home_LOSC Lille'], ['home_SV Werder Bremen', 'home_RCD Espanyol'], ['home_SV Werder Bremen', 'home_Genoa'], ['home_SV Werder Bremen', 'home_Levante UD'], ['home_SV Werder Bremen', 'home_Kilmarnock'], ['home_SV Werder Bremen', 'home_Arsenal'], ['home_SV Werder Bremen', 'home_GFC Ajaccio'], ['home_SV Werder Bremen', 'home_Borussia Mönchengladbach'], ['home_SV Werder Bremen', 'home_Sint-Truidense VV'], ['home_SV Werder Bremen', 'home_Royal Excel Mouscron'], ['home_SV Werder Bremen', 'home_1. FSV Mainz 05'], ['home_SV Werder Bremen', 'home_Liverpool'], ['home_SV Werder Bremen', 'home_FC St. Gallen'], ['home_SV Werder Bremen', 'home_Real Sociedad'], ['home_SV Werder Bremen', 'home_Chievo Verona'], ['home_SV Werder Bremen', 'home_Dundee United'], ['home_SV Werder Bremen', 'home_FC Luzern'], ['home_SV Werder Bremen', 'home_FC Groningen'], ['home_SV Werder Bremen', 'home_FC Paços de Ferreira'], ['home_SV Werder Bremen', 'home_West Bromwich Albion'], ['home_SV Werder Bremen', 'home_FC Porto'], ['home_SV Werder Bremen', 'home_Club Brugge KV'], ['home_SV Werder Bremen', 'home_Real Sporting de Gijón'], ['home_SV Werder Bremen', 'home_Piast Gliwice'], ['home_SV Werder Bremen', 'home_Stade Rennais FC'], ['home_SV Werder Bremen', 'home_Moreirense FC'], ['home_SV Werder Bremen', 'home_Ruch Chorzów'], ['home_SV Werder Bremen', 'home_Tottenham Hotspur'], ['home_SV Werder Bremen', 'home_Heart of Midlothian'], ['home_SV Werder Bremen', 'home_FC Twente'], ['home_SV Werder Bremen', 'home_Milan'], ['home_SV Werder Bremen', 'home_TSG 1899 Hoffenheim'], ['home_SV Werder Bremen', 'home_BSC Young Boys'], ['home_SV Werder Bremen', 'home_Atalanta'], ['home_SV Werder Bremen', 'home_Stoke City'], ['home_SV Werder Bremen', 'home_Juventus'], ['home_SV Werder Bremen', 'home_Southampton'], ['home_SV Werder Bremen', 'away_Olympique de Marseille'], ['home_SV Werder Bremen', 'away_SV Zulte-Waregem'], ['home_SV Werder Bremen', 'away_SV Werder Bremen'], ['home_SV Werder Bremen', 'away_VfB Stuttgart'], ['home_SV Werder Bremen', 'away_Atlético Madrid'], ['home_SV Werder Bremen', 'away_Ajax'], ['home_SV Werder Bremen', 'away_Empoli'], ['home_SV Werder Bremen', 'away_FC Barcelona'], ['home_SV Werder Bremen', 'away_Aston Villa'], ['home_SV Werder Bremen', 'away_SL Benfica'], ['home_SV Werder Bremen', 'away_KRC Genk'], ['home_SV Werder Bremen', 'away_Sampdoria'], ['home_SV Werder Bremen', 'away_FC Thun'], ['home_SV Werder Bremen', 'away_Wisła Kraków'], ['home_SV Werder Bremen', 'away_Oud-Heverlee Leuven'], ['home_SV Werder Bremen', 'away_Sassuolo'], ['home_SV Werder Bremen', 'away_KVC Westerlo'], ['home_SV Werder Bremen', 'away_FC Ingolstadt 04'], ['home_SV Werder Bremen', 'away_SC Cambuur'], ['home_SV Werder Bremen', 'away_Stade de Reims'], ['home_SV Werder Bremen', 'away_KV Kortrijk'], ['home_SV Werder Bremen', 'away_Sunderland'], ['home_SV Werder Bremen', 'away_Frosinone'], ['home_SV Werder Bremen', 'away_Vitória Guimarães'], ['home_SV Werder Bremen', 'away_Paris Saint-Germain'], ['home_SV Werder Bremen', 'away_Lech Poznań'], ['home_SV Werder Bremen', 'away_KAA Gent'], ['home_SV Werder Bremen', 'away_Athletic Club de Bilbao'], ['home_SV Werder Bremen', 'away_Rayo Vallecano'], ['home_SV Werder Bremen', 'away_Willem II'], ['home_SV Werder Bremen', 'away_Feyenoord'], ['home_SV Werder Bremen', 'away_SC Heerenveen'], ['home_SV Werder Bremen', 'away_Górnik Łęczna'], ['home_SV Werder Bremen', 'away_Rio Ave FC'], ['home_SV Werder Bremen', 'away_Standard de Liège'], ['home_SV Werder Bremen', 'away_Sporting CP'], ['home_SV Werder Bremen', 'away_PSV'], ['home_SV Werder Bremen', 'away_Málaga CF'], ['home_SV Werder Bremen', 'away_Roda JC Kerkrade'], ['home_SV Werder Bremen', 'away_Partick Thistle F.C.'], ['home_SV Werder Bremen', 'away_Pogoń Szczecin'], ['home_SV Werder Bremen', 'away_Excelsior'], ['home_SV Werder Bremen', 'away_St. Johnstone FC'], ['home_SV Werder Bremen', 'away_AS Monaco'], ['home_SV Werder Bremen', 'away_Grasshopper Club Zürich'], ['home_SV Werder Bremen', 'away_Real Betis Balompié'], ['home_SV Werder Bremen', 'away_Carpi'], ['home_SV Werder Bremen', 'away_Toulouse FC'], ['home_SV Werder Bremen', 'away_Swansea City'], ['home_SV Werder Bremen', 'away_FC Utrecht'], ['home_SV Werder Bremen', 'away_Estoril Praia'], ['home_SV Werder Bremen', 'away_Fiorentina'], ['home_SV Werder Bremen', 'away_Lechia Gdańsk'], ['home_SV Werder Bremen', 'away_N.E.C.'], ['home_SV Werder Bremen', 'away_FC Lorient'], ['home_SV Werder Bremen', 'away_Dundee FC'], ['home_SV Werder Bremen', 'away_Hellas Verona'], ['home_SV Werder Bremen', 'away_CD Nacional'], ['home_SV Werder Bremen', 'away_Académica de Coimbra'], ['home_SV Werder Bremen', 'away_PEC Zwolle'], ['home_SV Werder Bremen', 'away_Crystal Palace'], ['home_SV Werder Bremen', 'away_Korona Kielce'], ['home_SV Werder Bremen', 'away_FC Nantes'], ['home_SV Werder Bremen', 'away_Hamburger SV'], ['home_SV Werder Bremen', 'away_OGC Nice'], ['home_SV Werder Bremen', 'away_Villarreal CF'], ['home_SV Werder Bremen', 'away_Chelsea'], ['home_SV Werder Bremen', 'away_Angers SCO'], ['home_SV Werder Bremen', 'away_FC Basel'], ['home_SV Werder Bremen', 'away_RSC Anderlecht'], ['home_SV Werder Bremen', 'away_Palermo'], ['home_SV Werder Bremen', 'away_West Ham United'], ['home_SV Werder Bremen', 'away_Inter'], ['home_SV Werder Bremen', 'away_FC Vaduz'], ['home_SV Werder Bremen', 'away_Sporting Lokeren'], ['home_SV Werder Bremen', 'away_KV Mechelen'], ['home_SV Werder Bremen', 'away_Montpellier Hérault SC'], ['home_SV Werder Bremen', 'away_AS Saint-Étienne'], ['home_SV Werder Bremen', 'away_ES Troyes AC'], ['home_SV Werder Bremen', 'away_Zagłębie Lubin'], ['home_SV Werder Bremen', 'away_Jagiellonia Białystok'], ['home_SV Werder Bremen', 'away_Hannover 96'], ['home_SV Werder Bremen', 'away_CF Os Belenenses'], ['home_SV Werder Bremen', 'away_SC Braga'], ['home_SV Werder Bremen', 'away_Newcastle United'], ['home_SV Werder Bremen', 'away_Getafe CF'], ...]
len(all_team_combs_dict)
67528
# Датафрейм со всеми комбинациями игр двух команд
df_all_team = pd.DataFrame(all_team_combs_dict)
df_all_team
| 0 | 1 | |
|---|---|---|
| 0 | home_Olympique de Marseille | home_SV Zulte-Waregem |
| 1 | home_Olympique de Marseille | home_SV Werder Bremen |
| 2 | home_Olympique de Marseille | home_VfB Stuttgart |
| 3 | home_Olympique de Marseille | home_Atlético Madrid |
| 4 | home_Olympique de Marseille | home_Ajax |
| ... | ... | ... |
| 67523 | away_Atalanta | away_Juventus |
| 67524 | away_Atalanta | away_Southampton |
| 67525 | away_Stoke City | away_Juventus |
| 67526 | away_Stoke City | away_Southampton |
| 67527 | away_Juventus | away_Southampton |
67528 rows × 2 columns
df_all_team[['position_1', 'team_1']] = df_all_team[0].str.split('_', expand=True)
df_all_team[['position_2', 'team_2']] = df_all_team[1].str.split('_', expand=True)
df_all_team
| 0 | 1 | position_1 | team_1 | position_2 | team_2 | |
|---|---|---|---|---|---|---|
| 0 | home_Olympique de Marseille | home_SV Zulte-Waregem | home | Olympique de Marseille | home | SV Zulte-Waregem |
| 1 | home_Olympique de Marseille | home_SV Werder Bremen | home | Olympique de Marseille | home | SV Werder Bremen |
| 2 | home_Olympique de Marseille | home_VfB Stuttgart | home | Olympique de Marseille | home | VfB Stuttgart |
| 3 | home_Olympique de Marseille | home_Atlético Madrid | home | Olympique de Marseille | home | Atlético Madrid |
| 4 | home_Olympique de Marseille | home_Ajax | home | Olympique de Marseille | home | Ajax |
| ... | ... | ... | ... | ... | ... | ... |
| 67523 | away_Atalanta | away_Juventus | away | Atalanta | away | Juventus |
| 67524 | away_Atalanta | away_Southampton | away | Atalanta | away | Southampton |
| 67525 | away_Stoke City | away_Juventus | away | Stoke City | away | Juventus |
| 67526 | away_Stoke City | away_Southampton | away | Stoke City | away | Southampton |
| 67527 | away_Juventus | away_Southampton | away | Juventus | away | Southampton |
67528 rows × 6 columns
df_all_team.drop([0, 1], axis=1, inplace=True)
df_all_team
| position_1 | team_1 | position_2 | team_2 | |
|---|---|---|---|---|
| 0 | home | Olympique de Marseille | home | SV Zulte-Waregem |
| 1 | home | Olympique de Marseille | home | SV Werder Bremen |
| 2 | home | Olympique de Marseille | home | VfB Stuttgart |
| 3 | home | Olympique de Marseille | home | Atlético Madrid |
| 4 | home | Olympique de Marseille | home | Ajax |
| ... | ... | ... | ... | ... |
| 67523 | away | Atalanta | away | Juventus |
| 67524 | away | Atalanta | away | Southampton |
| 67525 | away | Stoke City | away | Juventus |
| 67526 | away | Stoke City | away | Southampton |
| 67527 | away | Juventus | away | Southampton |
67528 rows × 4 columns
Видим, что у нас есть сочетания away-away и home-home и скорее всего зеркальные сочетания команд.
Удалим их, сделав так, чтобы в position_1 были только команды, играющие дома, а в position_2 - команды, играющие в гостях.
df_all_team.drop(df_all_team[(df_all_team['position_1'] == 'away') \
& (df_all_team['position_2'] == 'away')].index, inplace=True)
df_all_team.drop(df_all_team[(df_all_team['position_1'] == 'home') \
& (df_all_team['position_2'] == 'home')].index, inplace=True)
df_all_team
| position_1 | team_1 | position_2 | team_2 | |
|---|---|---|---|---|
| 183 | home | Olympique de Marseille | away | Olympique de Marseille |
| 184 | home | Olympique de Marseille | away | SV Zulte-Waregem |
| 185 | home | Olympique de Marseille | away | SV Werder Bremen |
| 186 | home | Olympique de Marseille | away | VfB Stuttgart |
| 187 | home | Olympique de Marseille | away | Atlético Madrid |
| ... | ... | ... | ... | ... |
| 50687 | home | Southampton | away | BSC Young Boys |
| 50688 | home | Southampton | away | Atalanta |
| 50689 | home | Southampton | away | Stoke City |
| 50690 | home | Southampton | away | Juventus |
| 50691 | home | Southampton | away | Southampton |
33856 rows × 4 columns
Получили очищенный датафрейм со всеми комбинациями игр двух команд
df_all_team['position_1'].unique(), df_all_team['position_2'].unique()
(array(['home'], dtype=object), array(['away'], dtype=object))
Посмотрим наши фичи
best_combination
['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']
Значения diff_players_overall_rating и diff_defenceAggression мы брать не будем, а рассчитаем их самостоятельно в итоговом датасете. В текущие же возьмем аналогичные атрибуты для команд home и away.
df_home_num_factors = df.loc[:, ['home_team_long_name',
'home_players_overall_rating',
'home_players_attr_sum',
'home_defenceAggression']]
df_home_class_factors = df.loc[:, ['home_team_long_name',
'home_buildUpPlayDribblingClass',
'home_buildUpPlaySpeedClass']]
agg_home_num = df_home_num_factors.groupby('home_team_long_name')[['home_players_overall_rating',
'home_players_attr_sum',
'home_defenceAggression']].agg('mean')
agg_home_num.reset_index(inplace=True)
agg_home_class = df_home_class_factors.groupby('home_team_long_name')\
[['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']].agg(pd.Series.mode)
agg_home_class.reset_index(inplace=True)
agg_home_num
| home_team_long_name | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | |
|---|---|---|---|---|
| 0 | 1. FC Köln | 75.197861 | 1229.882353 | 56.0 |
| 1 | 1. FSV Mainz 05 | 74.481283 | 1221.844920 | 62.0 |
| 2 | ADO Den Haag | 69.486631 | 1141.064171 | 50.0 |
| 3 | AS Monaco | 77.043062 | 1258.669856 | 62.0 |
| 4 | AS Saint-Étienne | 75.541148 | 1279.619139 | 51.0 |
| 5 | AZ | 70.679144 | 1189.465241 | 61.0 |
| 6 | Aberdeen | 67.550239 | 1115.258373 | 45.0 |
| 7 | Académica de Coimbra | 68.786096 | 1144.331551 | 38.0 |
| 8 | Ajax | 76.144385 | 1274.283422 | 53.0 |
| 9 | Angers SCO | 69.799043 | 1135.038278 | 44.0 |
| 10 | Arsenal | 81.258373 | 1319.622010 | 44.0 |
| 11 | Aston Villa | 74.818182 | 1257.971292 | 44.0 |
| 12 | Atalanta | 73.703349 | 1198.665072 | 63.0 |
| 13 | Athletic Club de Bilbao | 78.665072 | 1309.918660 | 57.0 |
| 14 | Atlético Madrid | 80.545455 | 1323.339713 | 42.0 |
| 15 | BSC Young Boys | 68.671717 | 1164.944444 | 34.0 |
| 16 | Bayer 04 Leverkusen | 78.010695 | 1268.229947 | 72.0 |
| 17 | Boavista FC | 68.491979 | 1110.336898 | 62.0 |
| 18 | Bologna | 72.894737 | 1163.267943 | 54.0 |
| 19 | Borussia Dortmund | 80.668449 | 1340.053476 | 71.0 |
| 20 | Borussia Mönchengladbach | 76.374332 | 1269.417112 | 48.0 |
| 21 | Bournemouth | 72.172249 | 1200.913876 | 50.0 |
| 22 | CD Nacional | 69.465241 | 1127.850267 | 42.0 |
| 23 | CF Os Belenenses | 71.310160 | 1200.989305 | 48.0 |
| 24 | CS Marítimo | 68.812834 | 1137.593583 | 49.0 |
| 25 | Carpi | 70.918660 | 1148.063158 | 55.0 |
| 26 | Celtic | 70.808612 | 1166.177033 | 55.0 |
| 27 | Chelsea | 82.559809 | 1342.435407 | 41.0 |
| 28 | Chievo Verona | 73.923445 | 1214.540670 | 59.0 |
| 29 | Club Brugge KV | 72.654545 | 1238.430303 | 50.0 |
| 30 | Cracovia | 64.272727 | 1090.709091 | 34.0 |
| 31 | Crystal Palace | 75.732057 | 1255.631579 | 34.0 |
| 32 | De Graafschap | 65.626738 | 1104.604278 | 43.0 |
| 33 | Dundee FC | 61.682828 | 997.599203 | 44.0 |
| 34 | Dundee United | 63.346890 | 1049.809091 | 42.0 |
| 35 | ES Troyes AC | 68.234450 | 1133.177033 | 42.0 |
| 36 | Eintracht Frankfurt | 74.491979 | 1251.695187 | 42.0 |
| 37 | Empoli | 72.162679 | 1175.449761 | 66.0 |
| 38 | En Avant de Guingamp | 72.306220 | 1173.114833 | 47.0 |
| 39 | Estoril Praia | 71.224599 | 1164.582888 | 49.0 |
| 40 | Everton | 77.671770 | 1287.770335 | 58.0 |
| 41 | Excelsior | 66.850267 | 1115.069519 | 41.0 |
| 42 | FC Arouca | 69.462567 | 1139.464171 | 39.0 |
| 43 | FC Augsburg | 74.427807 | 1251.069519 | 50.0 |
| 44 | FC Barcelona | 85.014354 | 1417.397129 | 65.0 |
| 45 | FC Basel | 72.146465 | 1215.575758 | 58.0 |
| 46 | FC Bayern Munich | 84.122995 | 1410.823529 | 53.0 |
| 47 | FC Groningen | 70.796791 | 1181.048128 | 47.0 |
| 48 | FC Ingolstadt 04 | 71.310160 | 1182.187166 | 48.0 |
| 49 | FC Lorient | 72.110048 | 1169.153110 | 56.0 |
| 50 | FC Luzern | 64.606061 | 1118.944444 | 53.0 |
| 51 | FC Nantes | 72.386603 | 1169.373684 | 41.0 |
| 52 | FC Paços de Ferreira | 69.940107 | 1133.853476 | 39.0 |
| 53 | FC Porto | 78.245989 | 1326.219251 | 60.0 |
| 54 | FC Schalke 04 | 77.663102 | 1309.235294 | 59.0 |
| 55 | FC Sion | 67.686869 | 1179.017172 | 47.0 |
| 56 | FC St. Gallen | 63.378788 | 1071.378788 | 36.0 |
| 57 | FC Thun | 61.353535 | 1058.116162 | 45.0 |
| 58 | FC Twente | 68.534759 | 1146.443850 | 41.0 |
| 59 | FC Utrecht | 69.668449 | 1178.058824 | 58.0 |
| 60 | FC Vaduz | 61.181818 | 1081.000000 | 33.0 |
| 61 | FC Zürich | 64.136364 | 1067.398990 | 43.0 |
| 62 | Feyenoord | 74.668449 | 1272.882353 | 46.0 |
| 63 | Fiorentina | 76.961722 | 1275.789474 | 59.0 |
| 64 | Frosinone | 68.550239 | 1092.296651 | 57.0 |
| 65 | GFC Ajaccio | 68.114833 | 1143.239234 | 46.0 |
| 66 | Genoa | 74.387560 | 1174.430622 | 47.0 |
| 67 | Getafe CF | 74.643541 | 1258.590909 | 42.0 |
| 68 | Girondins de Bordeaux | 73.119617 | 1229.248804 | 52.0 |
| 69 | Granada CF | 73.583732 | 1237.540670 | 45.0 |
| 70 | Grasshopper Club Zürich | 66.515152 | 1123.146465 | 43.0 |
| 71 | Górnik Łęczna | 60.363636 | 1022.169697 | 47.0 |
| 72 | Hamburger SV | 74.631016 | 1238.893048 | 41.0 |
| 73 | Hamilton Academical FC | 60.057416 | 964.157895 | 48.0 |
| 74 | Hannover 96 | 73.572193 | 1207.711230 | 50.0 |
| 75 | Heart of Midlothian | 64.190909 | 1063.995215 | 52.0 |
| 76 | Hellas Verona | 72.435407 | 1195.631579 | 59.0 |
| 77 | Heracles Almelo | 68.647059 | 1151.304813 | 62.0 |
| 78 | Hertha BSC Berlin | 74.791444 | 1215.106952 | 45.0 |
| 79 | Inter | 79.146890 | 1304.273206 | 49.0 |
| 80 | Inverness Caledonian Thistle | 62.763158 | 1034.469378 | 44.0 |
| 81 | Jagiellonia Białystok | 66.046667 | 1103.500606 | 56.0 |
| 82 | Juventus | 82.191388 | 1355.277512 | 65.0 |
| 83 | KAA Gent | 72.927273 | 1246.175758 | 54.0 |
| 84 | KRC Genk | 70.503030 | 1162.012121 | 57.0 |
| 85 | KV Kortrijk | 67.836364 | 1138.351515 | 45.0 |
| 86 | KV Mechelen | 68.684848 | 1175.248485 | 51.0 |
| 87 | KV Oostende | 69.872727 | 1195.709091 | 47.0 |
| 88 | KVC Westerlo | 66.896970 | 1128.109091 | 45.0 |
| 89 | Kilmarnock | 62.801435 | 1033.085167 | 46.0 |
| 90 | Korona Kielce | 62.429697 | 1039.329697 | 43.0 |
| 91 | LOSC Lille | 74.492823 | 1240.669856 | 42.0 |
| 92 | Lazio | 77.789474 | 1305.377990 | 66.0 |
| 93 | Lech Poznań | 68.909091 | 1161.915152 | 58.0 |
| 94 | Lechia Gdańsk | 66.212121 | 1105.975758 | 58.0 |
| 95 | Legia Warszawa | 68.890909 | 1188.072727 | 60.0 |
| 96 | Leicester City | 74.578947 | 1236.444976 | 65.0 |
| 97 | Levante UD | 74.354067 | 1249.550239 | 33.0 |
| 98 | Liverpool | 78.502392 | 1291.387560 | 52.0 |
| 99 | Manchester City | 82.019139 | 1354.555024 | 47.0 |
| 100 | Manchester United | 80.019139 | 1337.177033 | 53.0 |
| 101 | Milan | 77.244498 | 1299.799043 | 57.0 |
| 102 | Montpellier Hérault SC | 72.607656 | 1215.282297 | 56.0 |
| 103 | Moreirense FC | 70.138503 | 1182.761497 | 46.0 |
| 104 | Motherwell | 61.727273 | 1006.966507 | 44.0 |
| 105 | Málaga CF | 75.545455 | 1240.971292 | 37.0 |
| 106 | N.E.C. | 67.556150 | 1096.272193 | 48.0 |
| 107 | Napoli | 79.966507 | 1293.732057 | 57.0 |
| 108 | Newcastle United | 75.363636 | 1268.186603 | 39.0 |
| 109 | Norwich City | 73.397129 | 1228.813397 | 39.0 |
| 110 | OGC Nice | 73.358852 | 1262.239234 | 47.0 |
| 111 | Olympique Lyonnais | 77.698565 | 1324.363636 | 47.0 |
| 112 | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 |
| 113 | Oud-Heverlee Leuven | 66.406061 | 1099.076364 | 44.0 |
| 114 | PEC Zwolle | 68.807487 | 1144.796791 | 60.0 |
| 115 | PSV | 76.598930 | 1273.657754 | 40.0 |
| 116 | Palermo | 72.316746 | 1192.317703 | 58.0 |
| 117 | Paris Saint-Germain | 82.028708 | 1381.277512 | 53.0 |
| 118 | Partick Thistle F.C. | 63.005263 | 1013.106699 | 46.0 |
| 119 | Piast Gliwice | 64.539394 | 1055.515152 | 45.0 |
| 120 | Podbeskidzie Bielsko-Biała | 62.201818 | 1051.884242 | 35.0 |
| 121 | Pogoń Szczecin | 66.022424 | 1094.449697 | 54.0 |
| 122 | Polonia Bytom | 63.707879 | 1070.796970 | 54.0 |
| 123 | RC Celta de Vigo | 76.617225 | 1259.760766 | 55.0 |
| 124 | RC Deportivo de La Coruña | 75.258373 | 1258.971292 | 50.0 |
| 125 | RCD Espanyol | 74.129665 | 1211.691388 | 40.0 |
| 126 | RSC Anderlecht | 73.975758 | 1281.084848 | 50.0 |
| 127 | Rayo Vallecano | 73.650718 | 1207.052632 | 52.0 |
| 128 | Real Betis Balompié | 74.866029 | 1231.124402 | 49.0 |
| 129 | Real Madrid CF | 84.090909 | 1414.100478 | 60.0 |
| 130 | Real Sociedad | 76.435407 | 1257.191388 | 53.0 |
| 131 | Real Sporting de Gijón | 73.647847 | 1229.891388 | 54.0 |
| 132 | Rio Ave FC | 71.572193 | 1187.786096 | 48.0 |
| 133 | Roda JC Kerkrade | 66.939037 | 1140.891444 | 37.0 |
| 134 | Roma | 79.631579 | 1304.737321 | 57.0 |
| 135 | Ross County FC | 62.248804 | 1011.478469 | 53.0 |
| 136 | Royal Excel Mouscron | 66.096970 | 1086.769697 | 45.0 |
| 137 | Ruch Chorzów | 63.030303 | 1032.418182 | 44.0 |
| 138 | SC Bastia | 70.186603 | 1146.880383 | 55.0 |
| 139 | SC Braga | 73.593583 | 1198.368984 | 56.0 |
| 140 | SC Cambuur | 65.994652 | 1131.989305 | 49.0 |
| 141 | SC Heerenveen | 70.251872 | 1151.476471 | 44.0 |
| 142 | SD Eibar | 72.497608 | 1205.808612 | 56.0 |
| 143 | SL Benfica | 78.121925 | 1321.310695 | 57.0 |
| 144 | SM Caen | 71.936842 | 1177.782775 | 42.0 |
| 145 | SV Darmstadt 98 | 71.454545 | 1171.427807 | 56.0 |
| 146 | SV Werder Bremen | 73.972727 | 1227.032086 | 47.0 |
| 147 | SV Zulte-Waregem | 67.709091 | 1141.490909 | 58.0 |
| 148 | Sampdoria | 74.566986 | 1250.345933 | 51.0 |
| 149 | Sassuolo | 74.066986 | 1206.492823 | 47.0 |
| 150 | Sevilla FC | 78.521531 | 1308.344498 | 48.0 |
| 151 | Sint-Truidense VV | 66.539394 | 1100.739394 | 40.0 |
| 152 | Southampton | 76.502392 | 1273.478469 | 65.0 |
| 153 | Sporting CP | 77.737968 | 1312.368984 | 60.0 |
| 154 | Sporting Charleroi | 68.872727 | 1116.945455 | 48.0 |
| 155 | Sporting Lokeren | 69.139394 | 1175.224242 | 52.0 |
| 156 | St. Johnstone FC | 64.397129 | 1047.406699 | 48.0 |
| 157 | Stade Rennais FC | 74.311005 | 1229.521531 | 44.0 |
| 158 | Stade de Reims | 71.917703 | 1170.699522 | 44.0 |
| 159 | Standard de Liège | 70.351515 | 1183.496970 | 54.0 |
| 160 | Stoke City | 76.684211 | 1290.162679 | 37.0 |
| 161 | Sunderland | 75.239234 | 1241.641148 | 45.0 |
| 162 | Swansea City | 76.741627 | 1244.076555 | 47.0 |
| 163 | TSG 1899 Hoffenheim | 75.342246 | 1250.010695 | 61.0 |
| 164 | Torino | 76.334928 | 1224.430622 | 46.0 |
| 165 | Tottenham Hotspur | 79.164593 | 1342.435407 | 54.0 |
| 166 | Toulouse FC | 72.516746 | 1257.301435 | 45.0 |
| 167 | UD Las Palmas | 72.030622 | 1189.733014 | 39.0 |
| 168 | Udinese | 75.038278 | 1246.224880 | 57.0 |
| 169 | Valencia CF | 78.789474 | 1325.626794 | 45.0 |
| 170 | VfB Stuttgart | 75.106952 | 1253.604278 | 44.0 |
| 171 | VfL Wolfsburg | 79.320856 | 1339.577540 | 46.0 |
| 172 | Villarreal CF | 78.009569 | 1294.923445 | 48.0 |
| 173 | Vitesse | 70.791444 | 1171.417112 | 58.0 |
| 174 | Vitória Guimarães | 71.299465 | 1181.219251 | 40.0 |
| 175 | Vitória Setúbal | 69.545455 | 1146.561497 | 37.0 |
| 176 | Waasland-Beveren | 65.527273 | 1137.030303 | 32.0 |
| 177 | Watford | 74.095694 | 1222.775120 | 52.0 |
| 178 | West Bromwich Albion | 74.746411 | 1233.473684 | 40.0 |
| 179 | West Ham United | 76.242105 | 1258.988995 | 37.0 |
| 180 | Willem II | 68.342246 | 1138.358289 | 45.0 |
| 181 | Wisła Kraków | 64.790303 | 1096.178182 | 58.0 |
| 182 | Zagłębie Lubin | 62.317576 | 1037.314545 | 38.0 |
| 183 | Śląsk Wrocław | 65.487273 | 1100.555152 | 55.0 |
agg_home_class
| home_team_long_name | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | |
|---|---|---|---|
| 0 | 1. FC Köln | Normal | Balanced |
| 1 | 1. FSV Mainz 05 | Normal | Balanced |
| 2 | ADO Den Haag | Normal | Balanced |
| 3 | AS Monaco | Normal | Balanced |
| 4 | AS Saint-Étienne | Normal | Balanced |
| 5 | AZ | Normal | Balanced |
| 6 | Aberdeen | Normal | Balanced |
| 7 | Académica de Coimbra | Normal | Balanced |
| 8 | Ajax | Normal | Balanced |
| 9 | Angers SCO | Normal | Balanced |
| 10 | Arsenal | Normal | Balanced |
| 11 | Aston Villa | Normal | Balanced |
| 12 | Atalanta | Normal | Balanced |
| 13 | Athletic Club de Bilbao | Normal | Balanced |
| 14 | Atlético Madrid | Normal | Balanced |
| 15 | BSC Young Boys | Normal | Balanced |
| 16 | Bayer 04 Leverkusen | Little | Fast |
| 17 | Boavista FC | Normal | Balanced |
| 18 | Bologna | Normal | Balanced |
| 19 | Borussia Dortmund | Normal | Fast |
| 20 | Borussia Mönchengladbach | Normal | Slow |
| 21 | Bournemouth | Normal | Balanced |
| 22 | CD Nacional | Normal | Balanced |
| 23 | CF Os Belenenses | Normal | Balanced |
| 24 | CS Marítimo | Normal | Balanced |
| 25 | Carpi | Normal | Fast |
| 26 | Celtic | Normal | Balanced |
| 27 | Chelsea | Normal | Fast |
| 28 | Chievo Verona | Normal | Balanced |
| 29 | Club Brugge KV | Normal | Balanced |
| 30 | Cracovia | Normal | Balanced |
| 31 | Crystal Palace | Normal | Balanced |
| 32 | De Graafschap | Little | Balanced |
| 33 | Dundee FC | Normal | Balanced |
| 34 | Dundee United | Normal | Balanced |
| 35 | ES Troyes AC | Normal | Balanced |
| 36 | Eintracht Frankfurt | Normal | Balanced |
| 37 | Empoli | Normal | Balanced |
| 38 | En Avant de Guingamp | Normal | Balanced |
| 39 | Estoril Praia | Normal | Balanced |
| 40 | Everton | Normal | Balanced |
| 41 | Excelsior | Normal | Balanced |
| 42 | FC Arouca | Normal | Balanced |
| 43 | FC Augsburg | Normal | Balanced |
| 44 | FC Barcelona | Normal | Balanced |
| 45 | FC Basel | Normal | Balanced |
| 46 | FC Bayern Munich | Little | Balanced |
| 47 | FC Groningen | Little | Balanced |
| 48 | FC Ingolstadt 04 | Normal | Balanced |
| 49 | FC Lorient | Normal | Balanced |
| 50 | FC Luzern | Normal | Balanced |
| 51 | FC Nantes | Lots | Balanced |
| 52 | FC Paços de Ferreira | Normal | Balanced |
| 53 | FC Porto | Normal | Fast |
| 54 | FC Schalke 04 | Normal | Balanced |
| 55 | FC Sion | Normal | Balanced |
| 56 | FC St. Gallen | Normal | Balanced |
| 57 | FC Thun | Normal | Balanced |
| 58 | FC Twente | Normal | Balanced |
| 59 | FC Utrecht | Normal | Balanced |
| 60 | FC Vaduz | Little | Balanced |
| 61 | FC Zürich | Normal | Balanced |
| 62 | Feyenoord | Little | Balanced |
| 63 | Fiorentina | Normal | Balanced |
| 64 | Frosinone | Normal | Balanced |
| 65 | GFC Ajaccio | Normal | Balanced |
| 66 | Genoa | Normal | Balanced |
| 67 | Getafe CF | Normal | Balanced |
| 68 | Girondins de Bordeaux | Normal | Balanced |
| 69 | Granada CF | Normal | Balanced |
| 70 | Grasshopper Club Zürich | Normal | Balanced |
| 71 | Górnik Łęczna | Normal | Balanced |
| 72 | Hamburger SV | Normal | Balanced |
| 73 | Hamilton Academical FC | Normal | Balanced |
| 74 | Hannover 96 | Normal | Balanced |
| 75 | Heart of Midlothian | Normal | Balanced |
| 76 | Hellas Verona | Little | Balanced |
| 77 | Heracles Almelo | Normal | Balanced |
| 78 | Hertha BSC Berlin | Normal | Balanced |
| 79 | Inter | Lots | Balanced |
| 80 | Inverness Caledonian Thistle | Normal | Balanced |
| 81 | Jagiellonia Białystok | Normal | Balanced |
| 82 | Juventus | Normal | Balanced |
| 83 | KAA Gent | Normal | Balanced |
| 84 | KRC Genk | Normal | Balanced |
| 85 | KV Kortrijk | Normal | Balanced |
| 86 | KV Mechelen | Normal | Balanced |
| 87 | KV Oostende | Normal | Balanced |
| 88 | KVC Westerlo | Normal | Balanced |
| 89 | Kilmarnock | Normal | Balanced |
| 90 | Korona Kielce | Lots | Balanced |
| 91 | LOSC Lille | Normal | Balanced |
| 92 | Lazio | Normal | Fast |
| 93 | Lech Poznań | Normal | Balanced |
| 94 | Lechia Gdańsk | Normal | Balanced |
| 95 | Legia Warszawa | Normal | Balanced |
| 96 | Leicester City | Normal | Balanced |
| 97 | Levante UD | Normal | Balanced |
| 98 | Liverpool | Normal | Balanced |
| 99 | Manchester City | Normal | Balanced |
| 100 | Manchester United | Normal | Balanced |
| 101 | Milan | Lots | Balanced |
| 102 | Montpellier Hérault SC | Normal | Balanced |
| 103 | Moreirense FC | Normal | Balanced |
| 104 | Motherwell | Normal | Balanced |
| 105 | Málaga CF | Normal | Balanced |
| 106 | N.E.C. | Normal | Balanced |
| 107 | Napoli | Lots | Balanced |
| 108 | Newcastle United | Normal | Balanced |
| 109 | Norwich City | Normal | Balanced |
| 110 | OGC Nice | Normal | Balanced |
| 111 | Olympique Lyonnais | Normal | Balanced |
| 112 | Olympique de Marseille | Lots | Balanced |
| 113 | Oud-Heverlee Leuven | Normal | Balanced |
| 114 | PEC Zwolle | Normal | Balanced |
| 115 | PSV | Normal | Fast |
| 116 | Palermo | Normal | Balanced |
| 117 | Paris Saint-Germain | Normal | Balanced |
| 118 | Partick Thistle F.C. | Normal | Balanced |
| 119 | Piast Gliwice | Normal | Balanced |
| 120 | Podbeskidzie Bielsko-Biała | Normal | Fast |
| 121 | Pogoń Szczecin | Little | Balanced |
| 122 | Polonia Bytom | Little | Balanced |
| 123 | RC Celta de Vigo | Normal | Balanced |
| 124 | RC Deportivo de La Coruña | Normal | Balanced |
| 125 | RCD Espanyol | Normal | Balanced |
| 126 | RSC Anderlecht | Normal | Balanced |
| 127 | Rayo Vallecano | Normal | Slow |
| 128 | Real Betis Balompié | Normal | Balanced |
| 129 | Real Madrid CF | Normal | Balanced |
| 130 | Real Sociedad | Normal | Balanced |
| 131 | Real Sporting de Gijón | Normal | Balanced |
| 132 | Rio Ave FC | Normal | Balanced |
| 133 | Roda JC Kerkrade | Normal | Balanced |
| 134 | Roma | Little | Fast |
| 135 | Ross County FC | Normal | Balanced |
| 136 | Royal Excel Mouscron | Normal | Balanced |
| 137 | Ruch Chorzów | Normal | Balanced |
| 138 | SC Bastia | Normal | Balanced |
| 139 | SC Braga | Normal | Balanced |
| 140 | SC Cambuur | Normal | Balanced |
| 141 | SC Heerenveen | Normal | Balanced |
| 142 | SD Eibar | Normal | Balanced |
| 143 | SL Benfica | Normal | Fast |
| 144 | SM Caen | Normal | Balanced |
| 145 | SV Darmstadt 98 | Normal | Balanced |
| 146 | SV Werder Bremen | Normal | Balanced |
| 147 | SV Zulte-Waregem | Normal | Balanced |
| 148 | Sampdoria | Normal | Balanced |
| 149 | Sassuolo | Normal | Balanced |
| 150 | Sevilla FC | Normal | Balanced |
| 151 | Sint-Truidense VV | Little | Balanced |
| 152 | Southampton | Little | Balanced |
| 153 | Sporting CP | Normal | Balanced |
| 154 | Sporting Charleroi | Normal | Balanced |
| 155 | Sporting Lokeren | Normal | Balanced |
| 156 | St. Johnstone FC | Normal | Balanced |
| 157 | Stade Rennais FC | Normal | Balanced |
| 158 | Stade de Reims | Normal | Balanced |
| 159 | Standard de Liège | Normal | Balanced |
| 160 | Stoke City | Normal | Balanced |
| 161 | Sunderland | Normal | Balanced |
| 162 | Swansea City | Normal | Balanced |
| 163 | TSG 1899 Hoffenheim | Normal | Fast |
| 164 | Torino | Lots | Fast |
| 165 | Tottenham Hotspur | Normal | Balanced |
| 166 | Toulouse FC | Normal | Balanced |
| 167 | UD Las Palmas | Normal | Balanced |
| 168 | Udinese | Normal | Fast |
| 169 | Valencia CF | Normal | Balanced |
| 170 | VfB Stuttgart | Normal | Balanced |
| 171 | VfL Wolfsburg | Normal | Fast |
| 172 | Villarreal CF | Normal | Balanced |
| 173 | Vitesse | Normal | Balanced |
| 174 | Vitória Guimarães | Normal | Balanced |
| 175 | Vitória Setúbal | Normal | Balanced |
| 176 | Waasland-Beveren | Normal | Balanced |
| 177 | Watford | Little | Balanced |
| 178 | West Bromwich Albion | Little | Balanced |
| 179 | West Ham United | Normal | Fast |
| 180 | Willem II | Normal | Balanced |
| 181 | Wisła Kraków | Normal | Slow |
| 182 | Zagłębie Lubin | Normal | Slow |
| 183 | Śląsk Wrocław | Normal | Balanced |
Теперь объединяем agg_home_num и agg_home_class
agg_home = pd.merge(agg_home_num, agg_home_class, how='left', on='home_team_long_name')
agg_home
| home_team_long_name | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | |
|---|---|---|---|---|---|---|
| 0 | 1. FC Köln | 75.197861 | 1229.882353 | 56.0 | Normal | Balanced |
| 1 | 1. FSV Mainz 05 | 74.481283 | 1221.844920 | 62.0 | Normal | Balanced |
| 2 | ADO Den Haag | 69.486631 | 1141.064171 | 50.0 | Normal | Balanced |
| 3 | AS Monaco | 77.043062 | 1258.669856 | 62.0 | Normal | Balanced |
| 4 | AS Saint-Étienne | 75.541148 | 1279.619139 | 51.0 | Normal | Balanced |
| 5 | AZ | 70.679144 | 1189.465241 | 61.0 | Normal | Balanced |
| 6 | Aberdeen | 67.550239 | 1115.258373 | 45.0 | Normal | Balanced |
| 7 | Académica de Coimbra | 68.786096 | 1144.331551 | 38.0 | Normal | Balanced |
| 8 | Ajax | 76.144385 | 1274.283422 | 53.0 | Normal | Balanced |
| 9 | Angers SCO | 69.799043 | 1135.038278 | 44.0 | Normal | Balanced |
| 10 | Arsenal | 81.258373 | 1319.622010 | 44.0 | Normal | Balanced |
| 11 | Aston Villa | 74.818182 | 1257.971292 | 44.0 | Normal | Balanced |
| 12 | Atalanta | 73.703349 | 1198.665072 | 63.0 | Normal | Balanced |
| 13 | Athletic Club de Bilbao | 78.665072 | 1309.918660 | 57.0 | Normal | Balanced |
| 14 | Atlético Madrid | 80.545455 | 1323.339713 | 42.0 | Normal | Balanced |
| 15 | BSC Young Boys | 68.671717 | 1164.944444 | 34.0 | Normal | Balanced |
| 16 | Bayer 04 Leverkusen | 78.010695 | 1268.229947 | 72.0 | Little | Fast |
| 17 | Boavista FC | 68.491979 | 1110.336898 | 62.0 | Normal | Balanced |
| 18 | Bologna | 72.894737 | 1163.267943 | 54.0 | Normal | Balanced |
| 19 | Borussia Dortmund | 80.668449 | 1340.053476 | 71.0 | Normal | Fast |
| 20 | Borussia Mönchengladbach | 76.374332 | 1269.417112 | 48.0 | Normal | Slow |
| 21 | Bournemouth | 72.172249 | 1200.913876 | 50.0 | Normal | Balanced |
| 22 | CD Nacional | 69.465241 | 1127.850267 | 42.0 | Normal | Balanced |
| 23 | CF Os Belenenses | 71.310160 | 1200.989305 | 48.0 | Normal | Balanced |
| 24 | CS Marítimo | 68.812834 | 1137.593583 | 49.0 | Normal | Balanced |
| 25 | Carpi | 70.918660 | 1148.063158 | 55.0 | Normal | Fast |
| 26 | Celtic | 70.808612 | 1166.177033 | 55.0 | Normal | Balanced |
| 27 | Chelsea | 82.559809 | 1342.435407 | 41.0 | Normal | Fast |
| 28 | Chievo Verona | 73.923445 | 1214.540670 | 59.0 | Normal | Balanced |
| 29 | Club Brugge KV | 72.654545 | 1238.430303 | 50.0 | Normal | Balanced |
| 30 | Cracovia | 64.272727 | 1090.709091 | 34.0 | Normal | Balanced |
| 31 | Crystal Palace | 75.732057 | 1255.631579 | 34.0 | Normal | Balanced |
| 32 | De Graafschap | 65.626738 | 1104.604278 | 43.0 | Little | Balanced |
| 33 | Dundee FC | 61.682828 | 997.599203 | 44.0 | Normal | Balanced |
| 34 | Dundee United | 63.346890 | 1049.809091 | 42.0 | Normal | Balanced |
| 35 | ES Troyes AC | 68.234450 | 1133.177033 | 42.0 | Normal | Balanced |
| 36 | Eintracht Frankfurt | 74.491979 | 1251.695187 | 42.0 | Normal | Balanced |
| 37 | Empoli | 72.162679 | 1175.449761 | 66.0 | Normal | Balanced |
| 38 | En Avant de Guingamp | 72.306220 | 1173.114833 | 47.0 | Normal | Balanced |
| 39 | Estoril Praia | 71.224599 | 1164.582888 | 49.0 | Normal | Balanced |
| 40 | Everton | 77.671770 | 1287.770335 | 58.0 | Normal | Balanced |
| 41 | Excelsior | 66.850267 | 1115.069519 | 41.0 | Normal | Balanced |
| 42 | FC Arouca | 69.462567 | 1139.464171 | 39.0 | Normal | Balanced |
| 43 | FC Augsburg | 74.427807 | 1251.069519 | 50.0 | Normal | Balanced |
| 44 | FC Barcelona | 85.014354 | 1417.397129 | 65.0 | Normal | Balanced |
| 45 | FC Basel | 72.146465 | 1215.575758 | 58.0 | Normal | Balanced |
| 46 | FC Bayern Munich | 84.122995 | 1410.823529 | 53.0 | Little | Balanced |
| 47 | FC Groningen | 70.796791 | 1181.048128 | 47.0 | Little | Balanced |
| 48 | FC Ingolstadt 04 | 71.310160 | 1182.187166 | 48.0 | Normal | Balanced |
| 49 | FC Lorient | 72.110048 | 1169.153110 | 56.0 | Normal | Balanced |
| 50 | FC Luzern | 64.606061 | 1118.944444 | 53.0 | Normal | Balanced |
| 51 | FC Nantes | 72.386603 | 1169.373684 | 41.0 | Lots | Balanced |
| 52 | FC Paços de Ferreira | 69.940107 | 1133.853476 | 39.0 | Normal | Balanced |
| 53 | FC Porto | 78.245989 | 1326.219251 | 60.0 | Normal | Fast |
| 54 | FC Schalke 04 | 77.663102 | 1309.235294 | 59.0 | Normal | Balanced |
| 55 | FC Sion | 67.686869 | 1179.017172 | 47.0 | Normal | Balanced |
| 56 | FC St. Gallen | 63.378788 | 1071.378788 | 36.0 | Normal | Balanced |
| 57 | FC Thun | 61.353535 | 1058.116162 | 45.0 | Normal | Balanced |
| 58 | FC Twente | 68.534759 | 1146.443850 | 41.0 | Normal | Balanced |
| 59 | FC Utrecht | 69.668449 | 1178.058824 | 58.0 | Normal | Balanced |
| 60 | FC Vaduz | 61.181818 | 1081.000000 | 33.0 | Little | Balanced |
| 61 | FC Zürich | 64.136364 | 1067.398990 | 43.0 | Normal | Balanced |
| 62 | Feyenoord | 74.668449 | 1272.882353 | 46.0 | Little | Balanced |
| 63 | Fiorentina | 76.961722 | 1275.789474 | 59.0 | Normal | Balanced |
| 64 | Frosinone | 68.550239 | 1092.296651 | 57.0 | Normal | Balanced |
| 65 | GFC Ajaccio | 68.114833 | 1143.239234 | 46.0 | Normal | Balanced |
| 66 | Genoa | 74.387560 | 1174.430622 | 47.0 | Normal | Balanced |
| 67 | Getafe CF | 74.643541 | 1258.590909 | 42.0 | Normal | Balanced |
| 68 | Girondins de Bordeaux | 73.119617 | 1229.248804 | 52.0 | Normal | Balanced |
| 69 | Granada CF | 73.583732 | 1237.540670 | 45.0 | Normal | Balanced |
| 70 | Grasshopper Club Zürich | 66.515152 | 1123.146465 | 43.0 | Normal | Balanced |
| 71 | Górnik Łęczna | 60.363636 | 1022.169697 | 47.0 | Normal | Balanced |
| 72 | Hamburger SV | 74.631016 | 1238.893048 | 41.0 | Normal | Balanced |
| 73 | Hamilton Academical FC | 60.057416 | 964.157895 | 48.0 | Normal | Balanced |
| 74 | Hannover 96 | 73.572193 | 1207.711230 | 50.0 | Normal | Balanced |
| 75 | Heart of Midlothian | 64.190909 | 1063.995215 | 52.0 | Normal | Balanced |
| 76 | Hellas Verona | 72.435407 | 1195.631579 | 59.0 | Little | Balanced |
| 77 | Heracles Almelo | 68.647059 | 1151.304813 | 62.0 | Normal | Balanced |
| 78 | Hertha BSC Berlin | 74.791444 | 1215.106952 | 45.0 | Normal | Balanced |
| 79 | Inter | 79.146890 | 1304.273206 | 49.0 | Lots | Balanced |
| 80 | Inverness Caledonian Thistle | 62.763158 | 1034.469378 | 44.0 | Normal | Balanced |
| 81 | Jagiellonia Białystok | 66.046667 | 1103.500606 | 56.0 | Normal | Balanced |
| 82 | Juventus | 82.191388 | 1355.277512 | 65.0 | Normal | Balanced |
| 83 | KAA Gent | 72.927273 | 1246.175758 | 54.0 | Normal | Balanced |
| 84 | KRC Genk | 70.503030 | 1162.012121 | 57.0 | Normal | Balanced |
| 85 | KV Kortrijk | 67.836364 | 1138.351515 | 45.0 | Normal | Balanced |
| 86 | KV Mechelen | 68.684848 | 1175.248485 | 51.0 | Normal | Balanced |
| 87 | KV Oostende | 69.872727 | 1195.709091 | 47.0 | Normal | Balanced |
| 88 | KVC Westerlo | 66.896970 | 1128.109091 | 45.0 | Normal | Balanced |
| 89 | Kilmarnock | 62.801435 | 1033.085167 | 46.0 | Normal | Balanced |
| 90 | Korona Kielce | 62.429697 | 1039.329697 | 43.0 | Lots | Balanced |
| 91 | LOSC Lille | 74.492823 | 1240.669856 | 42.0 | Normal | Balanced |
| 92 | Lazio | 77.789474 | 1305.377990 | 66.0 | Normal | Fast |
| 93 | Lech Poznań | 68.909091 | 1161.915152 | 58.0 | Normal | Balanced |
| 94 | Lechia Gdańsk | 66.212121 | 1105.975758 | 58.0 | Normal | Balanced |
| 95 | Legia Warszawa | 68.890909 | 1188.072727 | 60.0 | Normal | Balanced |
| 96 | Leicester City | 74.578947 | 1236.444976 | 65.0 | Normal | Balanced |
| 97 | Levante UD | 74.354067 | 1249.550239 | 33.0 | Normal | Balanced |
| 98 | Liverpool | 78.502392 | 1291.387560 | 52.0 | Normal | Balanced |
| 99 | Manchester City | 82.019139 | 1354.555024 | 47.0 | Normal | Balanced |
| 100 | Manchester United | 80.019139 | 1337.177033 | 53.0 | Normal | Balanced |
| 101 | Milan | 77.244498 | 1299.799043 | 57.0 | Lots | Balanced |
| 102 | Montpellier Hérault SC | 72.607656 | 1215.282297 | 56.0 | Normal | Balanced |
| 103 | Moreirense FC | 70.138503 | 1182.761497 | 46.0 | Normal | Balanced |
| 104 | Motherwell | 61.727273 | 1006.966507 | 44.0 | Normal | Balanced |
| 105 | Málaga CF | 75.545455 | 1240.971292 | 37.0 | Normal | Balanced |
| 106 | N.E.C. | 67.556150 | 1096.272193 | 48.0 | Normal | Balanced |
| 107 | Napoli | 79.966507 | 1293.732057 | 57.0 | Lots | Balanced |
| 108 | Newcastle United | 75.363636 | 1268.186603 | 39.0 | Normal | Balanced |
| 109 | Norwich City | 73.397129 | 1228.813397 | 39.0 | Normal | Balanced |
| 110 | OGC Nice | 73.358852 | 1262.239234 | 47.0 | Normal | Balanced |
| 111 | Olympique Lyonnais | 77.698565 | 1324.363636 | 47.0 | Normal | Balanced |
| 112 | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced |
| 113 | Oud-Heverlee Leuven | 66.406061 | 1099.076364 | 44.0 | Normal | Balanced |
| 114 | PEC Zwolle | 68.807487 | 1144.796791 | 60.0 | Normal | Balanced |
| 115 | PSV | 76.598930 | 1273.657754 | 40.0 | Normal | Fast |
| 116 | Palermo | 72.316746 | 1192.317703 | 58.0 | Normal | Balanced |
| 117 | Paris Saint-Germain | 82.028708 | 1381.277512 | 53.0 | Normal | Balanced |
| 118 | Partick Thistle F.C. | 63.005263 | 1013.106699 | 46.0 | Normal | Balanced |
| 119 | Piast Gliwice | 64.539394 | 1055.515152 | 45.0 | Normal | Balanced |
| 120 | Podbeskidzie Bielsko-Biała | 62.201818 | 1051.884242 | 35.0 | Normal | Fast |
| 121 | Pogoń Szczecin | 66.022424 | 1094.449697 | 54.0 | Little | Balanced |
| 122 | Polonia Bytom | 63.707879 | 1070.796970 | 54.0 | Little | Balanced |
| 123 | RC Celta de Vigo | 76.617225 | 1259.760766 | 55.0 | Normal | Balanced |
| 124 | RC Deportivo de La Coruña | 75.258373 | 1258.971292 | 50.0 | Normal | Balanced |
| 125 | RCD Espanyol | 74.129665 | 1211.691388 | 40.0 | Normal | Balanced |
| 126 | RSC Anderlecht | 73.975758 | 1281.084848 | 50.0 | Normal | Balanced |
| 127 | Rayo Vallecano | 73.650718 | 1207.052632 | 52.0 | Normal | Slow |
| 128 | Real Betis Balompié | 74.866029 | 1231.124402 | 49.0 | Normal | Balanced |
| 129 | Real Madrid CF | 84.090909 | 1414.100478 | 60.0 | Normal | Balanced |
| 130 | Real Sociedad | 76.435407 | 1257.191388 | 53.0 | Normal | Balanced |
| 131 | Real Sporting de Gijón | 73.647847 | 1229.891388 | 54.0 | Normal | Balanced |
| 132 | Rio Ave FC | 71.572193 | 1187.786096 | 48.0 | Normal | Balanced |
| 133 | Roda JC Kerkrade | 66.939037 | 1140.891444 | 37.0 | Normal | Balanced |
| 134 | Roma | 79.631579 | 1304.737321 | 57.0 | Little | Fast |
| 135 | Ross County FC | 62.248804 | 1011.478469 | 53.0 | Normal | Balanced |
| 136 | Royal Excel Mouscron | 66.096970 | 1086.769697 | 45.0 | Normal | Balanced |
| 137 | Ruch Chorzów | 63.030303 | 1032.418182 | 44.0 | Normal | Balanced |
| 138 | SC Bastia | 70.186603 | 1146.880383 | 55.0 | Normal | Balanced |
| 139 | SC Braga | 73.593583 | 1198.368984 | 56.0 | Normal | Balanced |
| 140 | SC Cambuur | 65.994652 | 1131.989305 | 49.0 | Normal | Balanced |
| 141 | SC Heerenveen | 70.251872 | 1151.476471 | 44.0 | Normal | Balanced |
| 142 | SD Eibar | 72.497608 | 1205.808612 | 56.0 | Normal | Balanced |
| 143 | SL Benfica | 78.121925 | 1321.310695 | 57.0 | Normal | Fast |
| 144 | SM Caen | 71.936842 | 1177.782775 | 42.0 | Normal | Balanced |
| 145 | SV Darmstadt 98 | 71.454545 | 1171.427807 | 56.0 | Normal | Balanced |
| 146 | SV Werder Bremen | 73.972727 | 1227.032086 | 47.0 | Normal | Balanced |
| 147 | SV Zulte-Waregem | 67.709091 | 1141.490909 | 58.0 | Normal | Balanced |
| 148 | Sampdoria | 74.566986 | 1250.345933 | 51.0 | Normal | Balanced |
| 149 | Sassuolo | 74.066986 | 1206.492823 | 47.0 | Normal | Balanced |
| 150 | Sevilla FC | 78.521531 | 1308.344498 | 48.0 | Normal | Balanced |
| 151 | Sint-Truidense VV | 66.539394 | 1100.739394 | 40.0 | Little | Balanced |
| 152 | Southampton | 76.502392 | 1273.478469 | 65.0 | Little | Balanced |
| 153 | Sporting CP | 77.737968 | 1312.368984 | 60.0 | Normal | Balanced |
| 154 | Sporting Charleroi | 68.872727 | 1116.945455 | 48.0 | Normal | Balanced |
| 155 | Sporting Lokeren | 69.139394 | 1175.224242 | 52.0 | Normal | Balanced |
| 156 | St. Johnstone FC | 64.397129 | 1047.406699 | 48.0 | Normal | Balanced |
| 157 | Stade Rennais FC | 74.311005 | 1229.521531 | 44.0 | Normal | Balanced |
| 158 | Stade de Reims | 71.917703 | 1170.699522 | 44.0 | Normal | Balanced |
| 159 | Standard de Liège | 70.351515 | 1183.496970 | 54.0 | Normal | Balanced |
| 160 | Stoke City | 76.684211 | 1290.162679 | 37.0 | Normal | Balanced |
| 161 | Sunderland | 75.239234 | 1241.641148 | 45.0 | Normal | Balanced |
| 162 | Swansea City | 76.741627 | 1244.076555 | 47.0 | Normal | Balanced |
| 163 | TSG 1899 Hoffenheim | 75.342246 | 1250.010695 | 61.0 | Normal | Fast |
| 164 | Torino | 76.334928 | 1224.430622 | 46.0 | Lots | Fast |
| 165 | Tottenham Hotspur | 79.164593 | 1342.435407 | 54.0 | Normal | Balanced |
| 166 | Toulouse FC | 72.516746 | 1257.301435 | 45.0 | Normal | Balanced |
| 167 | UD Las Palmas | 72.030622 | 1189.733014 | 39.0 | Normal | Balanced |
| 168 | Udinese | 75.038278 | 1246.224880 | 57.0 | Normal | Fast |
| 169 | Valencia CF | 78.789474 | 1325.626794 | 45.0 | Normal | Balanced |
| 170 | VfB Stuttgart | 75.106952 | 1253.604278 | 44.0 | Normal | Balanced |
| 171 | VfL Wolfsburg | 79.320856 | 1339.577540 | 46.0 | Normal | Fast |
| 172 | Villarreal CF | 78.009569 | 1294.923445 | 48.0 | Normal | Balanced |
| 173 | Vitesse | 70.791444 | 1171.417112 | 58.0 | Normal | Balanced |
| 174 | Vitória Guimarães | 71.299465 | 1181.219251 | 40.0 | Normal | Balanced |
| 175 | Vitória Setúbal | 69.545455 | 1146.561497 | 37.0 | Normal | Balanced |
| 176 | Waasland-Beveren | 65.527273 | 1137.030303 | 32.0 | Normal | Balanced |
| 177 | Watford | 74.095694 | 1222.775120 | 52.0 | Little | Balanced |
| 178 | West Bromwich Albion | 74.746411 | 1233.473684 | 40.0 | Little | Balanced |
| 179 | West Ham United | 76.242105 | 1258.988995 | 37.0 | Normal | Fast |
| 180 | Willem II | 68.342246 | 1138.358289 | 45.0 | Normal | Balanced |
| 181 | Wisła Kraków | 64.790303 | 1096.178182 | 58.0 | Normal | Slow |
| 182 | Zagłębie Lubin | 62.317576 | 1037.314545 | 38.0 | Normal | Slow |
| 183 | Śląsk Wrocław | 65.487273 | 1100.555152 | 55.0 | Normal | Balanced |
df_away_num_factors = df.loc[:, ['away_team_long_name',
'away_players_overall_rating',
'away_players_attr_sum',
'away_defenceAggression']]
df_away_class_factors = df.loc[:, ['away_team_long_name',
'away_buildUpPlayDribblingClass',
'away_buildUpPlaySpeedClass']]
agg_away_num = df_away_num_factors.groupby('away_team_long_name')[['away_players_overall_rating',
'away_players_attr_sum',
'away_defenceAggression']].agg('mean')
agg_away_num.reset_index(inplace=True)
agg_away_class = df_away_class_factors.groupby('away_team_long_name')\
[['away_buildUpPlayDribblingClass', 'away_buildUpPlaySpeedClass']].agg(pd.Series.mode)
agg_away_class.reset_index(inplace=True)
agg_away_num
| away_team_long_name | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | |
|---|---|---|---|---|
| 0 | 1. FC Köln | 75.160428 | 1233.679144 | 56.0 |
| 1 | 1. FSV Mainz 05 | 74.550802 | 1217.823529 | 62.0 |
| 2 | ADO Den Haag | 69.486631 | 1143.604278 | 50.0 |
| 3 | AS Monaco | 76.325359 | 1239.014354 | 62.0 |
| 4 | AS Saint-Étienne | 75.466507 | 1278.286124 | 51.0 |
| 5 | AZ | 70.925134 | 1190.743316 | 61.0 |
| 6 | Aberdeen | 67.550239 | 1106.497608 | 45.0 |
| 7 | Académica de Coimbra | 68.839037 | 1148.662567 | 38.0 |
| 8 | Ajax | 76.042781 | 1275.144385 | 53.0 |
| 9 | Angers SCO | 70.110048 | 1135.000000 | 44.0 |
| 10 | Arsenal | 81.138756 | 1316.392344 | 44.0 |
| 11 | Aston Villa | 74.645933 | 1256.583732 | 44.0 |
| 12 | Atalanta | 73.200957 | 1196.148325 | 63.0 |
| 13 | Athletic Club de Bilbao | 78.516746 | 1295.272727 | 57.0 |
| 14 | Atlético Madrid | 80.722488 | 1327.320574 | 42.0 |
| 15 | BSC Young Boys | 68.641414 | 1159.343434 | 34.0 |
| 16 | Bayer 04 Leverkusen | 77.775401 | 1259.053476 | 72.0 |
| 17 | Boavista FC | 68.791444 | 1116.518717 | 62.0 |
| 18 | Bologna | 72.511962 | 1161.808612 | 54.0 |
| 19 | Borussia Dortmund | 80.085561 | 1326.754011 | 71.0 |
| 20 | Borussia Mönchengladbach | 76.406417 | 1270.823529 | 48.0 |
| 21 | Bournemouth | 72.196172 | 1200.492823 | 50.0 |
| 22 | CD Nacional | 69.519786 | 1131.178610 | 42.0 |
| 23 | CF Os Belenenses | 71.267380 | 1186.465241 | 48.0 |
| 24 | CS Marítimo | 68.425668 | 1130.821390 | 49.0 |
| 25 | Carpi | 70.738278 | 1135.438278 | 55.0 |
| 26 | Celtic | 70.650718 | 1175.947368 | 55.0 |
| 27 | Chelsea | 82.334928 | 1345.435407 | 41.0 |
| 28 | Chievo Verona | 73.985646 | 1210.186603 | 59.0 |
| 29 | Club Brugge KV | 72.642424 | 1242.496970 | 50.0 |
| 30 | Cracovia | 64.278788 | 1088.866667 | 34.0 |
| 31 | Crystal Palace | 75.473684 | 1257.933014 | 34.0 |
| 32 | De Graafschap | 65.565122 | 1098.283541 | 43.0 |
| 33 | Dundee FC | 61.769910 | 1002.471611 | 44.0 |
| 34 | Dundee United | 63.205742 | 1047.876077 | 42.0 |
| 35 | ES Troyes AC | 67.832536 | 1129.138756 | 42.0 |
| 36 | Eintracht Frankfurt | 74.636364 | 1251.957219 | 42.0 |
| 37 | Empoli | 72.114833 | 1172.564593 | 66.0 |
| 38 | En Avant de Guingamp | 71.913876 | 1167.066986 | 47.0 |
| 39 | Estoril Praia | 71.272727 | 1158.320856 | 49.0 |
| 40 | Everton | 78.004785 | 1296.741627 | 58.0 |
| 41 | Excelsior | 66.834225 | 1112.759358 | 41.0 |
| 42 | FC Arouca | 69.679679 | 1146.664171 | 39.0 |
| 43 | FC Augsburg | 74.459893 | 1253.352941 | 50.0 |
| 44 | FC Barcelona | 85.124402 | 1422.669856 | 65.0 |
| 45 | FC Basel | 71.439394 | 1203.570707 | 58.0 |
| 46 | FC Bayern Munich | 83.828877 | 1415.732620 | 53.0 |
| 47 | FC Groningen | 70.647059 | 1172.208556 | 47.0 |
| 48 | FC Ingolstadt 04 | 71.165775 | 1178.181818 | 48.0 |
| 49 | FC Lorient | 71.856459 | 1161.765550 | 56.0 |
| 50 | FC Luzern | 64.631313 | 1118.747475 | 53.0 |
| 51 | FC Nantes | 72.654067 | 1177.668421 | 41.0 |
| 52 | FC Paços de Ferreira | 69.563636 | 1120.758824 | 39.0 |
| 53 | FC Porto | 78.213904 | 1329.417112 | 60.0 |
| 54 | FC Schalke 04 | 77.593583 | 1311.288770 | 59.0 |
| 55 | FC Sion | 67.539394 | 1175.711616 | 47.0 |
| 56 | FC St. Gallen | 63.378788 | 1072.176768 | 36.0 |
| 57 | FC Thun | 61.277778 | 1054.277778 | 45.0 |
| 58 | FC Twente | 68.967914 | 1156.342246 | 41.0 |
| 59 | FC Utrecht | 69.459893 | 1176.620321 | 58.0 |
| 60 | FC Vaduz | 60.863636 | 1071.994949 | 33.0 |
| 61 | FC Zürich | 64.358586 | 1065.676768 | 43.0 |
| 62 | Feyenoord | 74.748663 | 1269.989305 | 46.0 |
| 63 | Fiorentina | 76.880383 | 1273.004785 | 59.0 |
| 64 | Frosinone | 68.368421 | 1090.574163 | 57.0 |
| 65 | GFC Ajaccio | 67.827751 | 1148.459330 | 46.0 |
| 66 | Genoa | 74.057416 | 1175.497608 | 47.0 |
| 67 | Getafe CF | 74.521531 | 1255.593301 | 42.0 |
| 68 | Girondins de Bordeaux | 72.712919 | 1220.770335 | 52.0 |
| 69 | Granada CF | 73.521531 | 1236.196172 | 45.0 |
| 70 | Grasshopper Club Zürich | 66.505051 | 1121.833333 | 43.0 |
| 71 | Górnik Łęczna | 60.193939 | 1012.509091 | 47.0 |
| 72 | Hamburger SV | 74.465241 | 1239.866310 | 41.0 |
| 73 | Hamilton Academical FC | 59.918660 | 965.856459 | 48.0 |
| 74 | Hannover 96 | 73.368984 | 1203.866310 | 50.0 |
| 75 | Heart of Midlothian | 64.128230 | 1065.584211 | 52.0 |
| 76 | Hellas Verona | 72.421053 | 1191.794258 | 59.0 |
| 77 | Heracles Almelo | 68.770053 | 1149.085561 | 62.0 |
| 78 | Hertha BSC Berlin | 74.871658 | 1204.818182 | 45.0 |
| 79 | Inter | 79.070335 | 1303.557416 | 49.0 |
| 80 | Inverness Caledonian Thistle | 62.533014 | 1035.704306 | 44.0 |
| 81 | Jagiellonia Białystok | 65.858636 | 1101.367121 | 56.0 |
| 82 | Juventus | 82.086124 | 1349.282297 | 65.0 |
| 83 | KAA Gent | 72.915152 | 1248.709091 | 54.0 |
| 84 | KRC Genk | 70.309091 | 1158.072727 | 57.0 |
| 85 | KV Kortrijk | 68.018182 | 1141.351515 | 45.0 |
| 86 | KV Mechelen | 68.739394 | 1171.781818 | 51.0 |
| 87 | KV Oostende | 69.872727 | 1190.236364 | 47.0 |
| 88 | KVC Westerlo | 66.654545 | 1122.600000 | 45.0 |
| 89 | Kilmarnock | 62.761722 | 1037.209091 | 46.0 |
| 90 | Korona Kielce | 62.576296 | 1037.627003 | 43.0 |
| 91 | LOSC Lille | 74.339713 | 1232.923445 | 42.0 |
| 92 | Lazio | 77.822967 | 1306.918660 | 66.0 |
| 93 | Lech Poznań | 69.218182 | 1156.715152 | 58.0 |
| 94 | Lechia Gdańsk | 66.478788 | 1105.854545 | 58.0 |
| 95 | Legia Warszawa | 69.242424 | 1191.272727 | 60.0 |
| 96 | Leicester City | 74.464115 | 1233.650718 | 65.0 |
| 97 | Levante UD | 74.354067 | 1246.578947 | 33.0 |
| 98 | Liverpool | 77.665072 | 1266.277512 | 52.0 |
| 99 | Manchester City | 82.076555 | 1359.827751 | 47.0 |
| 100 | Manchester United | 80.133971 | 1331.741627 | 53.0 |
| 101 | Milan | 77.129187 | 1290.947368 | 57.0 |
| 102 | Montpellier Hérault SC | 72.440191 | 1212.459330 | 56.0 |
| 103 | Moreirense FC | 70.171123 | 1180.278075 | 46.0 |
| 104 | Motherwell | 61.966507 | 1014.516746 | 44.0 |
| 105 | Málaga CF | 75.315789 | 1234.133971 | 37.0 |
| 106 | N.E.C. | 67.614973 | 1096.812299 | 48.0 |
| 107 | Napoli | 79.952153 | 1294.373206 | 57.0 |
| 108 | Newcastle United | 75.358852 | 1269.133971 | 39.0 |
| 109 | Norwich City | 73.425837 | 1233.899522 | 39.0 |
| 110 | OGC Nice | 73.387560 | 1270.459330 | 47.0 |
| 111 | Olympique Lyonnais | 77.511962 | 1322.387560 | 47.0 |
| 112 | Olympique de Marseille | 76.277512 | 1236.803828 | 48.0 |
| 113 | Oud-Heverlee Leuven | 66.555152 | 1097.828485 | 44.0 |
| 114 | PEC Zwolle | 68.513369 | 1139.513369 | 60.0 |
| 115 | PSV | 76.411765 | 1263.074866 | 40.0 |
| 116 | Palermo | 72.193780 | 1188.418660 | 58.0 |
| 117 | Paris Saint-Germain | 81.612440 | 1370.177033 | 53.0 |
| 118 | Partick Thistle F.C. | 63.495694 | 1017.285646 | 46.0 |
| 119 | Piast Gliwice | 64.600000 | 1060.242424 | 45.0 |
| 120 | Podbeskidzie Bielsko-Biała | 61.976364 | 1056.274545 | 35.0 |
| 121 | Pogoń Szczecin | 65.740606 | 1089.992121 | 54.0 |
| 122 | Polonia Bytom | 63.414141 | 1050.826128 | 54.0 |
| 123 | RC Celta de Vigo | 76.188995 | 1249.751675 | 55.0 |
| 124 | RC Deportivo de La Coruña | 75.248804 | 1250.019139 | 50.0 |
| 125 | RCD Espanyol | 74.036364 | 1218.326316 | 40.0 |
| 126 | RSC Anderlecht | 74.089697 | 1278.161212 | 50.0 |
| 127 | Rayo Vallecano | 73.296651 | 1200.698565 | 52.0 |
| 128 | Real Betis Balompié | 74.822967 | 1224.110048 | 49.0 |
| 129 | Real Madrid CF | 83.937799 | 1404.851675 | 60.0 |
| 130 | Real Sociedad | 76.406699 | 1254.224880 | 53.0 |
| 131 | Real Sporting de Gijón | 73.460287 | 1231.189474 | 54.0 |
| 132 | Rio Ave FC | 71.449198 | 1187.213904 | 48.0 |
| 133 | Roda JC Kerkrade | 66.920321 | 1141.898930 | 37.0 |
| 134 | Roma | 79.454545 | 1311.708134 | 57.0 |
| 135 | Ross County FC | 62.401914 | 1015.889952 | 53.0 |
| 136 | Royal Excel Mouscron | 66.006061 | 1083.757576 | 45.0 |
| 137 | Ruch Chorzów | 63.115152 | 1035.812121 | 44.0 |
| 138 | SC Bastia | 69.880383 | 1135.421053 | 55.0 |
| 139 | SC Braga | 73.582888 | 1205.588235 | 56.0 |
| 140 | SC Cambuur | 66.037433 | 1129.550802 | 49.0 |
| 141 | SC Heerenveen | 70.325134 | 1153.987701 | 44.0 |
| 142 | SD Eibar | 72.473684 | 1201.861244 | 56.0 |
| 143 | SL Benfica | 77.754011 | 1320.093048 | 57.0 |
| 144 | SM Caen | 71.787560 | 1171.989952 | 42.0 |
| 145 | SV Darmstadt 98 | 71.641711 | 1176.181818 | 56.0 |
| 146 | SV Werder Bremen | 73.461497 | 1210.657754 | 47.0 |
| 147 | SV Zulte-Waregem | 67.848485 | 1149.757576 | 58.0 |
| 148 | Sampdoria | 74.239234 | 1245.364593 | 51.0 |
| 149 | Sassuolo | 73.751196 | 1200.124402 | 47.0 |
| 150 | Sevilla FC | 78.039713 | 1286.455502 | 48.0 |
| 151 | Sint-Truidense VV | 66.266667 | 1094.836364 | 40.0 |
| 152 | Southampton | 76.368421 | 1266.339713 | 65.0 |
| 153 | Sporting CP | 77.860963 | 1313.513369 | 60.0 |
| 154 | Sporting Charleroi | 68.878788 | 1116.581818 | 48.0 |
| 155 | Sporting Lokeren | 68.872727 | 1171.236364 | 52.0 |
| 156 | St. Johnstone FC | 64.004785 | 1038.397129 | 48.0 |
| 157 | Stade Rennais FC | 74.330144 | 1219.703349 | 44.0 |
| 158 | Stade de Reims | 71.556938 | 1163.628230 | 44.0 |
| 159 | Standard de Liège | 70.242424 | 1177.751515 | 54.0 |
| 160 | Stoke City | 76.583732 | 1284.885167 | 37.0 |
| 161 | Sunderland | 74.971292 | 1239.354067 | 45.0 |
| 162 | Swansea City | 76.645933 | 1244.550239 | 47.0 |
| 163 | TSG 1899 Hoffenheim | 75.358289 | 1244.053476 | 61.0 |
| 164 | Torino | 76.311005 | 1222.349282 | 46.0 |
| 165 | Tottenham Hotspur | 79.023923 | 1345.612440 | 54.0 |
| 166 | Toulouse FC | 72.559809 | 1256.464115 | 45.0 |
| 167 | UD Las Palmas | 71.952153 | 1188.685167 | 39.0 |
| 168 | Udinese | 74.928230 | 1241.488038 | 57.0 |
| 169 | Valencia CF | 78.583732 | 1321.966507 | 45.0 |
| 170 | VfB Stuttgart | 75.064171 | 1252.812834 | 44.0 |
| 171 | VfL Wolfsburg | 79.401070 | 1337.042781 | 46.0 |
| 172 | Villarreal CF | 77.688995 | 1282.449761 | 48.0 |
| 173 | Vitesse | 70.802139 | 1167.689840 | 58.0 |
| 174 | Vitória Guimarães | 71.301604 | 1173.459893 | 40.0 |
| 175 | Vitória Setúbal | 69.449198 | 1141.941176 | 37.0 |
| 176 | Waasland-Beveren | 65.521212 | 1136.648485 | 32.0 |
| 177 | Watford | 74.287081 | 1224.062201 | 52.0 |
| 178 | West Bromwich Albion | 74.684211 | 1225.808612 | 40.0 |
| 179 | West Ham United | 76.050718 | 1252.493780 | 37.0 |
| 180 | Willem II | 68.385027 | 1139.213904 | 45.0 |
| 181 | Wisła Kraków | 65.012121 | 1094.406061 | 58.0 |
| 182 | Zagłębie Lubin | 62.181818 | 1039.890909 | 38.0 |
| 183 | Śląsk Wrocław | 65.204242 | 1096.392727 | 55.0 |
agg_away_class
| away_team_long_name | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | |
|---|---|---|---|
| 0 | 1. FC Köln | Normal | Balanced |
| 1 | 1. FSV Mainz 05 | Normal | Balanced |
| 2 | ADO Den Haag | Normal | Balanced |
| 3 | AS Monaco | Normal | Balanced |
| 4 | AS Saint-Étienne | Normal | Balanced |
| 5 | AZ | Normal | Balanced |
| 6 | Aberdeen | Normal | Balanced |
| 7 | Académica de Coimbra | Normal | Balanced |
| 8 | Ajax | Normal | Balanced |
| 9 | Angers SCO | Normal | Balanced |
| 10 | Arsenal | Normal | Balanced |
| 11 | Aston Villa | Normal | Balanced |
| 12 | Atalanta | Normal | Balanced |
| 13 | Athletic Club de Bilbao | Normal | Balanced |
| 14 | Atlético Madrid | Normal | Balanced |
| 15 | BSC Young Boys | Normal | Balanced |
| 16 | Bayer 04 Leverkusen | Little | Fast |
| 17 | Boavista FC | Normal | Balanced |
| 18 | Bologna | Normal | Balanced |
| 19 | Borussia Dortmund | Normal | Fast |
| 20 | Borussia Mönchengladbach | Normal | Slow |
| 21 | Bournemouth | Normal | Balanced |
| 22 | CD Nacional | Normal | Balanced |
| 23 | CF Os Belenenses | Normal | Balanced |
| 24 | CS Marítimo | Normal | Balanced |
| 25 | Carpi | Normal | Fast |
| 26 | Celtic | Normal | Balanced |
| 27 | Chelsea | Normal | Fast |
| 28 | Chievo Verona | Normal | Balanced |
| 29 | Club Brugge KV | Normal | Balanced |
| 30 | Cracovia | Normal | Balanced |
| 31 | Crystal Palace | Normal | Balanced |
| 32 | De Graafschap | Little | Balanced |
| 33 | Dundee FC | Normal | Balanced |
| 34 | Dundee United | Normal | Balanced |
| 35 | ES Troyes AC | Normal | Balanced |
| 36 | Eintracht Frankfurt | Normal | Balanced |
| 37 | Empoli | Normal | Balanced |
| 38 | En Avant de Guingamp | Normal | Balanced |
| 39 | Estoril Praia | Normal | Balanced |
| 40 | Everton | Normal | Balanced |
| 41 | Excelsior | Normal | Balanced |
| 42 | FC Arouca | Normal | Balanced |
| 43 | FC Augsburg | Normal | Balanced |
| 44 | FC Barcelona | Normal | Balanced |
| 45 | FC Basel | Normal | Balanced |
| 46 | FC Bayern Munich | Little | Balanced |
| 47 | FC Groningen | Little | Balanced |
| 48 | FC Ingolstadt 04 | Normal | Balanced |
| 49 | FC Lorient | Normal | Balanced |
| 50 | FC Luzern | Normal | Balanced |
| 51 | FC Nantes | Lots | Balanced |
| 52 | FC Paços de Ferreira | Normal | Balanced |
| 53 | FC Porto | Normal | Fast |
| 54 | FC Schalke 04 | Normal | Balanced |
| 55 | FC Sion | Normal | Balanced |
| 56 | FC St. Gallen | Normal | Balanced |
| 57 | FC Thun | Normal | Balanced |
| 58 | FC Twente | Normal | Balanced |
| 59 | FC Utrecht | Normal | Balanced |
| 60 | FC Vaduz | Little | Balanced |
| 61 | FC Zürich | Normal | Balanced |
| 62 | Feyenoord | Little | Balanced |
| 63 | Fiorentina | Normal | Balanced |
| 64 | Frosinone | Normal | Balanced |
| 65 | GFC Ajaccio | Normal | Balanced |
| 66 | Genoa | Normal | Balanced |
| 67 | Getafe CF | Normal | Balanced |
| 68 | Girondins de Bordeaux | Normal | Balanced |
| 69 | Granada CF | Normal | Balanced |
| 70 | Grasshopper Club Zürich | Normal | Balanced |
| 71 | Górnik Łęczna | Normal | Balanced |
| 72 | Hamburger SV | Normal | Balanced |
| 73 | Hamilton Academical FC | Normal | Balanced |
| 74 | Hannover 96 | Normal | Balanced |
| 75 | Heart of Midlothian | Normal | Balanced |
| 76 | Hellas Verona | Little | Balanced |
| 77 | Heracles Almelo | Normal | Balanced |
| 78 | Hertha BSC Berlin | Normal | Balanced |
| 79 | Inter | Lots | Balanced |
| 80 | Inverness Caledonian Thistle | Normal | Balanced |
| 81 | Jagiellonia Białystok | Normal | Balanced |
| 82 | Juventus | Normal | Balanced |
| 83 | KAA Gent | Normal | Balanced |
| 84 | KRC Genk | Normal | Balanced |
| 85 | KV Kortrijk | Normal | Balanced |
| 86 | KV Mechelen | Normal | Balanced |
| 87 | KV Oostende | Normal | Balanced |
| 88 | KVC Westerlo | Normal | Balanced |
| 89 | Kilmarnock | Normal | Balanced |
| 90 | Korona Kielce | Lots | Balanced |
| 91 | LOSC Lille | Normal | Balanced |
| 92 | Lazio | Normal | Fast |
| 93 | Lech Poznań | Normal | Balanced |
| 94 | Lechia Gdańsk | Normal | Balanced |
| 95 | Legia Warszawa | Normal | Balanced |
| 96 | Leicester City | Normal | Balanced |
| 97 | Levante UD | Normal | Balanced |
| 98 | Liverpool | Normal | Balanced |
| 99 | Manchester City | Normal | Balanced |
| 100 | Manchester United | Normal | Balanced |
| 101 | Milan | Lots | Balanced |
| 102 | Montpellier Hérault SC | Normal | Balanced |
| 103 | Moreirense FC | Normal | Balanced |
| 104 | Motherwell | Normal | Balanced |
| 105 | Málaga CF | Normal | Balanced |
| 106 | N.E.C. | Normal | Balanced |
| 107 | Napoli | Lots | Balanced |
| 108 | Newcastle United | Normal | Balanced |
| 109 | Norwich City | Normal | Balanced |
| 110 | OGC Nice | Normal | Balanced |
| 111 | Olympique Lyonnais | Normal | Balanced |
| 112 | Olympique de Marseille | Lots | Balanced |
| 113 | Oud-Heverlee Leuven | Normal | Balanced |
| 114 | PEC Zwolle | Normal | Balanced |
| 115 | PSV | Normal | Fast |
| 116 | Palermo | Normal | Balanced |
| 117 | Paris Saint-Germain | Normal | Balanced |
| 118 | Partick Thistle F.C. | Normal | Balanced |
| 119 | Piast Gliwice | Normal | Balanced |
| 120 | Podbeskidzie Bielsko-Biała | Normal | Fast |
| 121 | Pogoń Szczecin | Little | Balanced |
| 122 | Polonia Bytom | Little | Balanced |
| 123 | RC Celta de Vigo | Normal | Balanced |
| 124 | RC Deportivo de La Coruña | Normal | Balanced |
| 125 | RCD Espanyol | Normal | Balanced |
| 126 | RSC Anderlecht | Normal | Balanced |
| 127 | Rayo Vallecano | Normal | Slow |
| 128 | Real Betis Balompié | Normal | Balanced |
| 129 | Real Madrid CF | Normal | Balanced |
| 130 | Real Sociedad | Normal | Balanced |
| 131 | Real Sporting de Gijón | Normal | Balanced |
| 132 | Rio Ave FC | Normal | Balanced |
| 133 | Roda JC Kerkrade | Normal | Balanced |
| 134 | Roma | Little | Fast |
| 135 | Ross County FC | Normal | Balanced |
| 136 | Royal Excel Mouscron | Normal | Balanced |
| 137 | Ruch Chorzów | Normal | Balanced |
| 138 | SC Bastia | Normal | Balanced |
| 139 | SC Braga | Normal | Balanced |
| 140 | SC Cambuur | Normal | Balanced |
| 141 | SC Heerenveen | Normal | Balanced |
| 142 | SD Eibar | Normal | Balanced |
| 143 | SL Benfica | Normal | Fast |
| 144 | SM Caen | Normal | Balanced |
| 145 | SV Darmstadt 98 | Normal | Balanced |
| 146 | SV Werder Bremen | Normal | Balanced |
| 147 | SV Zulte-Waregem | Normal | Balanced |
| 148 | Sampdoria | Normal | Balanced |
| 149 | Sassuolo | Normal | Balanced |
| 150 | Sevilla FC | Normal | Balanced |
| 151 | Sint-Truidense VV | Little | Balanced |
| 152 | Southampton | Little | Balanced |
| 153 | Sporting CP | Normal | Balanced |
| 154 | Sporting Charleroi | Normal | Balanced |
| 155 | Sporting Lokeren | Normal | Balanced |
| 156 | St. Johnstone FC | Normal | Balanced |
| 157 | Stade Rennais FC | Normal | Balanced |
| 158 | Stade de Reims | Normal | Balanced |
| 159 | Standard de Liège | Normal | Balanced |
| 160 | Stoke City | Normal | Balanced |
| 161 | Sunderland | Normal | Balanced |
| 162 | Swansea City | Normal | Balanced |
| 163 | TSG 1899 Hoffenheim | Normal | Fast |
| 164 | Torino | Lots | Fast |
| 165 | Tottenham Hotspur | Normal | Balanced |
| 166 | Toulouse FC | Normal | Balanced |
| 167 | UD Las Palmas | Normal | Balanced |
| 168 | Udinese | Normal | Fast |
| 169 | Valencia CF | Normal | Balanced |
| 170 | VfB Stuttgart | Normal | Balanced |
| 171 | VfL Wolfsburg | Normal | Fast |
| 172 | Villarreal CF | Normal | Balanced |
| 173 | Vitesse | Normal | Balanced |
| 174 | Vitória Guimarães | Normal | Balanced |
| 175 | Vitória Setúbal | Normal | Balanced |
| 176 | Waasland-Beveren | Normal | Balanced |
| 177 | Watford | Little | Balanced |
| 178 | West Bromwich Albion | Little | Balanced |
| 179 | West Ham United | Normal | Fast |
| 180 | Willem II | Normal | Balanced |
| 181 | Wisła Kraków | Normal | Slow |
| 182 | Zagłębie Lubin | Normal | Slow |
| 183 | Śląsk Wrocław | Normal | Balanced |
agg_away = pd.merge(agg_away_num, agg_away_class, how='left', on='away_team_long_name')
agg_away
| away_team_long_name | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | |
|---|---|---|---|---|---|---|
| 0 | 1. FC Köln | 75.160428 | 1233.679144 | 56.0 | Normal | Balanced |
| 1 | 1. FSV Mainz 05 | 74.550802 | 1217.823529 | 62.0 | Normal | Balanced |
| 2 | ADO Den Haag | 69.486631 | 1143.604278 | 50.0 | Normal | Balanced |
| 3 | AS Monaco | 76.325359 | 1239.014354 | 62.0 | Normal | Balanced |
| 4 | AS Saint-Étienne | 75.466507 | 1278.286124 | 51.0 | Normal | Balanced |
| 5 | AZ | 70.925134 | 1190.743316 | 61.0 | Normal | Balanced |
| 6 | Aberdeen | 67.550239 | 1106.497608 | 45.0 | Normal | Balanced |
| 7 | Académica de Coimbra | 68.839037 | 1148.662567 | 38.0 | Normal | Balanced |
| 8 | Ajax | 76.042781 | 1275.144385 | 53.0 | Normal | Balanced |
| 9 | Angers SCO | 70.110048 | 1135.000000 | 44.0 | Normal | Balanced |
| 10 | Arsenal | 81.138756 | 1316.392344 | 44.0 | Normal | Balanced |
| 11 | Aston Villa | 74.645933 | 1256.583732 | 44.0 | Normal | Balanced |
| 12 | Atalanta | 73.200957 | 1196.148325 | 63.0 | Normal | Balanced |
| 13 | Athletic Club de Bilbao | 78.516746 | 1295.272727 | 57.0 | Normal | Balanced |
| 14 | Atlético Madrid | 80.722488 | 1327.320574 | 42.0 | Normal | Balanced |
| 15 | BSC Young Boys | 68.641414 | 1159.343434 | 34.0 | Normal | Balanced |
| 16 | Bayer 04 Leverkusen | 77.775401 | 1259.053476 | 72.0 | Little | Fast |
| 17 | Boavista FC | 68.791444 | 1116.518717 | 62.0 | Normal | Balanced |
| 18 | Bologna | 72.511962 | 1161.808612 | 54.0 | Normal | Balanced |
| 19 | Borussia Dortmund | 80.085561 | 1326.754011 | 71.0 | Normal | Fast |
| 20 | Borussia Mönchengladbach | 76.406417 | 1270.823529 | 48.0 | Normal | Slow |
| 21 | Bournemouth | 72.196172 | 1200.492823 | 50.0 | Normal | Balanced |
| 22 | CD Nacional | 69.519786 | 1131.178610 | 42.0 | Normal | Balanced |
| 23 | CF Os Belenenses | 71.267380 | 1186.465241 | 48.0 | Normal | Balanced |
| 24 | CS Marítimo | 68.425668 | 1130.821390 | 49.0 | Normal | Balanced |
| 25 | Carpi | 70.738278 | 1135.438278 | 55.0 | Normal | Fast |
| 26 | Celtic | 70.650718 | 1175.947368 | 55.0 | Normal | Balanced |
| 27 | Chelsea | 82.334928 | 1345.435407 | 41.0 | Normal | Fast |
| 28 | Chievo Verona | 73.985646 | 1210.186603 | 59.0 | Normal | Balanced |
| 29 | Club Brugge KV | 72.642424 | 1242.496970 | 50.0 | Normal | Balanced |
| 30 | Cracovia | 64.278788 | 1088.866667 | 34.0 | Normal | Balanced |
| 31 | Crystal Palace | 75.473684 | 1257.933014 | 34.0 | Normal | Balanced |
| 32 | De Graafschap | 65.565122 | 1098.283541 | 43.0 | Little | Balanced |
| 33 | Dundee FC | 61.769910 | 1002.471611 | 44.0 | Normal | Balanced |
| 34 | Dundee United | 63.205742 | 1047.876077 | 42.0 | Normal | Balanced |
| 35 | ES Troyes AC | 67.832536 | 1129.138756 | 42.0 | Normal | Balanced |
| 36 | Eintracht Frankfurt | 74.636364 | 1251.957219 | 42.0 | Normal | Balanced |
| 37 | Empoli | 72.114833 | 1172.564593 | 66.0 | Normal | Balanced |
| 38 | En Avant de Guingamp | 71.913876 | 1167.066986 | 47.0 | Normal | Balanced |
| 39 | Estoril Praia | 71.272727 | 1158.320856 | 49.0 | Normal | Balanced |
| 40 | Everton | 78.004785 | 1296.741627 | 58.0 | Normal | Balanced |
| 41 | Excelsior | 66.834225 | 1112.759358 | 41.0 | Normal | Balanced |
| 42 | FC Arouca | 69.679679 | 1146.664171 | 39.0 | Normal | Balanced |
| 43 | FC Augsburg | 74.459893 | 1253.352941 | 50.0 | Normal | Balanced |
| 44 | FC Barcelona | 85.124402 | 1422.669856 | 65.0 | Normal | Balanced |
| 45 | FC Basel | 71.439394 | 1203.570707 | 58.0 | Normal | Balanced |
| 46 | FC Bayern Munich | 83.828877 | 1415.732620 | 53.0 | Little | Balanced |
| 47 | FC Groningen | 70.647059 | 1172.208556 | 47.0 | Little | Balanced |
| 48 | FC Ingolstadt 04 | 71.165775 | 1178.181818 | 48.0 | Normal | Balanced |
| 49 | FC Lorient | 71.856459 | 1161.765550 | 56.0 | Normal | Balanced |
| 50 | FC Luzern | 64.631313 | 1118.747475 | 53.0 | Normal | Balanced |
| 51 | FC Nantes | 72.654067 | 1177.668421 | 41.0 | Lots | Balanced |
| 52 | FC Paços de Ferreira | 69.563636 | 1120.758824 | 39.0 | Normal | Balanced |
| 53 | FC Porto | 78.213904 | 1329.417112 | 60.0 | Normal | Fast |
| 54 | FC Schalke 04 | 77.593583 | 1311.288770 | 59.0 | Normal | Balanced |
| 55 | FC Sion | 67.539394 | 1175.711616 | 47.0 | Normal | Balanced |
| 56 | FC St. Gallen | 63.378788 | 1072.176768 | 36.0 | Normal | Balanced |
| 57 | FC Thun | 61.277778 | 1054.277778 | 45.0 | Normal | Balanced |
| 58 | FC Twente | 68.967914 | 1156.342246 | 41.0 | Normal | Balanced |
| 59 | FC Utrecht | 69.459893 | 1176.620321 | 58.0 | Normal | Balanced |
| 60 | FC Vaduz | 60.863636 | 1071.994949 | 33.0 | Little | Balanced |
| 61 | FC Zürich | 64.358586 | 1065.676768 | 43.0 | Normal | Balanced |
| 62 | Feyenoord | 74.748663 | 1269.989305 | 46.0 | Little | Balanced |
| 63 | Fiorentina | 76.880383 | 1273.004785 | 59.0 | Normal | Balanced |
| 64 | Frosinone | 68.368421 | 1090.574163 | 57.0 | Normal | Balanced |
| 65 | GFC Ajaccio | 67.827751 | 1148.459330 | 46.0 | Normal | Balanced |
| 66 | Genoa | 74.057416 | 1175.497608 | 47.0 | Normal | Balanced |
| 67 | Getafe CF | 74.521531 | 1255.593301 | 42.0 | Normal | Balanced |
| 68 | Girondins de Bordeaux | 72.712919 | 1220.770335 | 52.0 | Normal | Balanced |
| 69 | Granada CF | 73.521531 | 1236.196172 | 45.0 | Normal | Balanced |
| 70 | Grasshopper Club Zürich | 66.505051 | 1121.833333 | 43.0 | Normal | Balanced |
| 71 | Górnik Łęczna | 60.193939 | 1012.509091 | 47.0 | Normal | Balanced |
| 72 | Hamburger SV | 74.465241 | 1239.866310 | 41.0 | Normal | Balanced |
| 73 | Hamilton Academical FC | 59.918660 | 965.856459 | 48.0 | Normal | Balanced |
| 74 | Hannover 96 | 73.368984 | 1203.866310 | 50.0 | Normal | Balanced |
| 75 | Heart of Midlothian | 64.128230 | 1065.584211 | 52.0 | Normal | Balanced |
| 76 | Hellas Verona | 72.421053 | 1191.794258 | 59.0 | Little | Balanced |
| 77 | Heracles Almelo | 68.770053 | 1149.085561 | 62.0 | Normal | Balanced |
| 78 | Hertha BSC Berlin | 74.871658 | 1204.818182 | 45.0 | Normal | Balanced |
| 79 | Inter | 79.070335 | 1303.557416 | 49.0 | Lots | Balanced |
| 80 | Inverness Caledonian Thistle | 62.533014 | 1035.704306 | 44.0 | Normal | Balanced |
| 81 | Jagiellonia Białystok | 65.858636 | 1101.367121 | 56.0 | Normal | Balanced |
| 82 | Juventus | 82.086124 | 1349.282297 | 65.0 | Normal | Balanced |
| 83 | KAA Gent | 72.915152 | 1248.709091 | 54.0 | Normal | Balanced |
| 84 | KRC Genk | 70.309091 | 1158.072727 | 57.0 | Normal | Balanced |
| 85 | KV Kortrijk | 68.018182 | 1141.351515 | 45.0 | Normal | Balanced |
| 86 | KV Mechelen | 68.739394 | 1171.781818 | 51.0 | Normal | Balanced |
| 87 | KV Oostende | 69.872727 | 1190.236364 | 47.0 | Normal | Balanced |
| 88 | KVC Westerlo | 66.654545 | 1122.600000 | 45.0 | Normal | Balanced |
| 89 | Kilmarnock | 62.761722 | 1037.209091 | 46.0 | Normal | Balanced |
| 90 | Korona Kielce | 62.576296 | 1037.627003 | 43.0 | Lots | Balanced |
| 91 | LOSC Lille | 74.339713 | 1232.923445 | 42.0 | Normal | Balanced |
| 92 | Lazio | 77.822967 | 1306.918660 | 66.0 | Normal | Fast |
| 93 | Lech Poznań | 69.218182 | 1156.715152 | 58.0 | Normal | Balanced |
| 94 | Lechia Gdańsk | 66.478788 | 1105.854545 | 58.0 | Normal | Balanced |
| 95 | Legia Warszawa | 69.242424 | 1191.272727 | 60.0 | Normal | Balanced |
| 96 | Leicester City | 74.464115 | 1233.650718 | 65.0 | Normal | Balanced |
| 97 | Levante UD | 74.354067 | 1246.578947 | 33.0 | Normal | Balanced |
| 98 | Liverpool | 77.665072 | 1266.277512 | 52.0 | Normal | Balanced |
| 99 | Manchester City | 82.076555 | 1359.827751 | 47.0 | Normal | Balanced |
| 100 | Manchester United | 80.133971 | 1331.741627 | 53.0 | Normal | Balanced |
| 101 | Milan | 77.129187 | 1290.947368 | 57.0 | Lots | Balanced |
| 102 | Montpellier Hérault SC | 72.440191 | 1212.459330 | 56.0 | Normal | Balanced |
| 103 | Moreirense FC | 70.171123 | 1180.278075 | 46.0 | Normal | Balanced |
| 104 | Motherwell | 61.966507 | 1014.516746 | 44.0 | Normal | Balanced |
| 105 | Málaga CF | 75.315789 | 1234.133971 | 37.0 | Normal | Balanced |
| 106 | N.E.C. | 67.614973 | 1096.812299 | 48.0 | Normal | Balanced |
| 107 | Napoli | 79.952153 | 1294.373206 | 57.0 | Lots | Balanced |
| 108 | Newcastle United | 75.358852 | 1269.133971 | 39.0 | Normal | Balanced |
| 109 | Norwich City | 73.425837 | 1233.899522 | 39.0 | Normal | Balanced |
| 110 | OGC Nice | 73.387560 | 1270.459330 | 47.0 | Normal | Balanced |
| 111 | Olympique Lyonnais | 77.511962 | 1322.387560 | 47.0 | Normal | Balanced |
| 112 | Olympique de Marseille | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced |
| 113 | Oud-Heverlee Leuven | 66.555152 | 1097.828485 | 44.0 | Normal | Balanced |
| 114 | PEC Zwolle | 68.513369 | 1139.513369 | 60.0 | Normal | Balanced |
| 115 | PSV | 76.411765 | 1263.074866 | 40.0 | Normal | Fast |
| 116 | Palermo | 72.193780 | 1188.418660 | 58.0 | Normal | Balanced |
| 117 | Paris Saint-Germain | 81.612440 | 1370.177033 | 53.0 | Normal | Balanced |
| 118 | Partick Thistle F.C. | 63.495694 | 1017.285646 | 46.0 | Normal | Balanced |
| 119 | Piast Gliwice | 64.600000 | 1060.242424 | 45.0 | Normal | Balanced |
| 120 | Podbeskidzie Bielsko-Biała | 61.976364 | 1056.274545 | 35.0 | Normal | Fast |
| 121 | Pogoń Szczecin | 65.740606 | 1089.992121 | 54.0 | Little | Balanced |
| 122 | Polonia Bytom | 63.414141 | 1050.826128 | 54.0 | Little | Balanced |
| 123 | RC Celta de Vigo | 76.188995 | 1249.751675 | 55.0 | Normal | Balanced |
| 124 | RC Deportivo de La Coruña | 75.248804 | 1250.019139 | 50.0 | Normal | Balanced |
| 125 | RCD Espanyol | 74.036364 | 1218.326316 | 40.0 | Normal | Balanced |
| 126 | RSC Anderlecht | 74.089697 | 1278.161212 | 50.0 | Normal | Balanced |
| 127 | Rayo Vallecano | 73.296651 | 1200.698565 | 52.0 | Normal | Slow |
| 128 | Real Betis Balompié | 74.822967 | 1224.110048 | 49.0 | Normal | Balanced |
| 129 | Real Madrid CF | 83.937799 | 1404.851675 | 60.0 | Normal | Balanced |
| 130 | Real Sociedad | 76.406699 | 1254.224880 | 53.0 | Normal | Balanced |
| 131 | Real Sporting de Gijón | 73.460287 | 1231.189474 | 54.0 | Normal | Balanced |
| 132 | Rio Ave FC | 71.449198 | 1187.213904 | 48.0 | Normal | Balanced |
| 133 | Roda JC Kerkrade | 66.920321 | 1141.898930 | 37.0 | Normal | Balanced |
| 134 | Roma | 79.454545 | 1311.708134 | 57.0 | Little | Fast |
| 135 | Ross County FC | 62.401914 | 1015.889952 | 53.0 | Normal | Balanced |
| 136 | Royal Excel Mouscron | 66.006061 | 1083.757576 | 45.0 | Normal | Balanced |
| 137 | Ruch Chorzów | 63.115152 | 1035.812121 | 44.0 | Normal | Balanced |
| 138 | SC Bastia | 69.880383 | 1135.421053 | 55.0 | Normal | Balanced |
| 139 | SC Braga | 73.582888 | 1205.588235 | 56.0 | Normal | Balanced |
| 140 | SC Cambuur | 66.037433 | 1129.550802 | 49.0 | Normal | Balanced |
| 141 | SC Heerenveen | 70.325134 | 1153.987701 | 44.0 | Normal | Balanced |
| 142 | SD Eibar | 72.473684 | 1201.861244 | 56.0 | Normal | Balanced |
| 143 | SL Benfica | 77.754011 | 1320.093048 | 57.0 | Normal | Fast |
| 144 | SM Caen | 71.787560 | 1171.989952 | 42.0 | Normal | Balanced |
| 145 | SV Darmstadt 98 | 71.641711 | 1176.181818 | 56.0 | Normal | Balanced |
| 146 | SV Werder Bremen | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced |
| 147 | SV Zulte-Waregem | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced |
| 148 | Sampdoria | 74.239234 | 1245.364593 | 51.0 | Normal | Balanced |
| 149 | Sassuolo | 73.751196 | 1200.124402 | 47.0 | Normal | Balanced |
| 150 | Sevilla FC | 78.039713 | 1286.455502 | 48.0 | Normal | Balanced |
| 151 | Sint-Truidense VV | 66.266667 | 1094.836364 | 40.0 | Little | Balanced |
| 152 | Southampton | 76.368421 | 1266.339713 | 65.0 | Little | Balanced |
| 153 | Sporting CP | 77.860963 | 1313.513369 | 60.0 | Normal | Balanced |
| 154 | Sporting Charleroi | 68.878788 | 1116.581818 | 48.0 | Normal | Balanced |
| 155 | Sporting Lokeren | 68.872727 | 1171.236364 | 52.0 | Normal | Balanced |
| 156 | St. Johnstone FC | 64.004785 | 1038.397129 | 48.0 | Normal | Balanced |
| 157 | Stade Rennais FC | 74.330144 | 1219.703349 | 44.0 | Normal | Balanced |
| 158 | Stade de Reims | 71.556938 | 1163.628230 | 44.0 | Normal | Balanced |
| 159 | Standard de Liège | 70.242424 | 1177.751515 | 54.0 | Normal | Balanced |
| 160 | Stoke City | 76.583732 | 1284.885167 | 37.0 | Normal | Balanced |
| 161 | Sunderland | 74.971292 | 1239.354067 | 45.0 | Normal | Balanced |
| 162 | Swansea City | 76.645933 | 1244.550239 | 47.0 | Normal | Balanced |
| 163 | TSG 1899 Hoffenheim | 75.358289 | 1244.053476 | 61.0 | Normal | Fast |
| 164 | Torino | 76.311005 | 1222.349282 | 46.0 | Lots | Fast |
| 165 | Tottenham Hotspur | 79.023923 | 1345.612440 | 54.0 | Normal | Balanced |
| 166 | Toulouse FC | 72.559809 | 1256.464115 | 45.0 | Normal | Balanced |
| 167 | UD Las Palmas | 71.952153 | 1188.685167 | 39.0 | Normal | Balanced |
| 168 | Udinese | 74.928230 | 1241.488038 | 57.0 | Normal | Fast |
| 169 | Valencia CF | 78.583732 | 1321.966507 | 45.0 | Normal | Balanced |
| 170 | VfB Stuttgart | 75.064171 | 1252.812834 | 44.0 | Normal | Balanced |
| 171 | VfL Wolfsburg | 79.401070 | 1337.042781 | 46.0 | Normal | Fast |
| 172 | Villarreal CF | 77.688995 | 1282.449761 | 48.0 | Normal | Balanced |
| 173 | Vitesse | 70.802139 | 1167.689840 | 58.0 | Normal | Balanced |
| 174 | Vitória Guimarães | 71.301604 | 1173.459893 | 40.0 | Normal | Balanced |
| 175 | Vitória Setúbal | 69.449198 | 1141.941176 | 37.0 | Normal | Balanced |
| 176 | Waasland-Beveren | 65.521212 | 1136.648485 | 32.0 | Normal | Balanced |
| 177 | Watford | 74.287081 | 1224.062201 | 52.0 | Little | Balanced |
| 178 | West Bromwich Albion | 74.684211 | 1225.808612 | 40.0 | Little | Balanced |
| 179 | West Ham United | 76.050718 | 1252.493780 | 37.0 | Normal | Fast |
| 180 | Willem II | 68.385027 | 1139.213904 | 45.0 | Normal | Balanced |
| 181 | Wisła Kraków | 65.012121 | 1094.406061 | 58.0 | Normal | Slow |
| 182 | Zagłębie Lubin | 62.181818 | 1039.890909 | 38.0 | Normal | Slow |
| 183 | Śląsk Wrocław | 65.204242 | 1096.392727 | 55.0 | Normal | Balanced |
agg_home.shape, agg_away.shape
((184, 6), (184, 6))
df_all_team
| position_1 | team_1 | position_2 | team_2 | |
|---|---|---|---|---|
| 183 | home | Olympique de Marseille | away | Olympique de Marseille |
| 184 | home | Olympique de Marseille | away | SV Zulte-Waregem |
| 185 | home | Olympique de Marseille | away | SV Werder Bremen |
| 186 | home | Olympique de Marseille | away | VfB Stuttgart |
| 187 | home | Olympique de Marseille | away | Atlético Madrid |
| ... | ... | ... | ... | ... |
| 50687 | home | Southampton | away | BSC Young Boys |
| 50688 | home | Southampton | away | Atalanta |
| 50689 | home | Southampton | away | Stoke City |
| 50690 | home | Southampton | away | Juventus |
| 50691 | home | Southampton | away | Southampton |
33856 rows × 4 columns
df_for_dashboard = pd.merge(df_all_team, agg_home, how='left',
left_on='team_1', right_on='home_team_long_name')
df_for_dashboard = pd.merge(df_for_dashboard, agg_away, how='left',
left_on='team_2', right_on='away_team_long_name')
df_for_dashboard.drop(['home_team_long_name', 'away_team_long_name'], axis=1, inplace=True)
df_for_dashboard.head(3)
| position_1 | team_1 | position_2 | team_2 | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | home | Olympique de Marseille | away | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced |
| 1 | home | Olympique de Marseille | away | SV Zulte-Waregem | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced |
| 2 | home | Olympique de Marseille | away | SV Werder Bremen | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced |
df_for_dashboard.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 33856 entries, 0 to 33855 Data columns (total 14 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 position_1 33856 non-null object 1 team_1 33856 non-null object 2 position_2 33856 non-null object 3 team_2 33856 non-null object 4 home_players_overall_rating 33856 non-null float64 5 home_players_attr_sum 33856 non-null float64 6 home_defenceAggression 33856 non-null float64 7 home_buildUpPlayDribblingClass 33856 non-null object 8 home_buildUpPlaySpeedClass 33856 non-null object 9 away_players_overall_rating 33856 non-null float64 10 away_players_attr_sum 33856 non-null float64 11 away_defenceAggression 33856 non-null float64 12 away_buildUpPlayDribblingClass 33856 non-null object 13 away_buildUpPlaySpeedClass 33856 non-null object dtypes: float64(6), object(8) memory usage: 3.6+ MB
best_combination
['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']
Теперь надо рассчитать недостающие столбцы diff_players_overall_rating и diff_defenceAggression
df_for_dashboard['diff_players_overall_rating'] = df_for_dashboard['home_players_overall_rating'] \
- df_for_dashboard['away_players_overall_rating']
df_for_dashboard['diff_defenceAggression'] = df_for_dashboard['home_defenceAggression'] \
- df_for_dashboard['away_defenceAggression']
df_for_dashboard.head(3)
| position_1 | team_1 | position_2 | team_2 | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | diff_players_overall_rating | diff_defenceAggression | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | home | Olympique de Marseille | away | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced | 0.071770 | 0.0 |
| 1 | home | Olympique de Marseille | away | SV Zulte-Waregem | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced | 8.500797 | -10.0 |
| 2 | home | Olympique de Marseille | away | SV Werder Bremen | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced | 2.887785 | 1.0 |
Для этого скопируем датасет в новый
df_for_prediction = df_for_dashboard.copy(deep = True)
Т.к. наша модель делала предсказания на обработанных параметрах, нам нужно еще раз сделать кодировку и стандартизацию.
best_combination
['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']
# Запишем категориальные и числовые параметры в отдельные переменные
categorial_factors_final = ['home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']
quantity_factors_final = ['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression']
Чтобы кодировщик и стандартизатор не ругались, что им скармливают другой набор категориальных фичей, сделаем еще раз разбиение на train, test
final_train, final_test = \
train_test_split(df_3, test_size = 0.3, stratify = df_3['home_team_win'], random_state=42)
final_train.head(5)
| home_team_win | diff_players_overall_rating | diff_players_attr_sum | diff_players_reactions | home_players_attr_sum | diff_defencePressure | diff_defenceAggression | home_players_overall_rating | away_chanceCreationPassingClass | home_chanceCreationPassingClass | away_chanceCreationCrossingClass | home_buildUpPlayDribblingClass | away_chanceCreationShootingClass | home_buildUpPlaySpeedClass | home_chanceCreationShootingClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25090 | 1 | 0.545455 | -2.090909 | -0.272727 | 1280.818182 | 0.0 | 4.0 | 76.545455 | Normal | Normal | Normal | Normal | Normal | Slow | Normal |
| 25377 | 0 | 4.818182 | 104.727273 | 7.545455 | 1177.454545 | 5.0 | 3.0 | 68.727273 | Normal | Normal | Normal | Normal | Normal | Balanced | Lots |
| 24668 | 1 | -4.909091 | -48.363636 | -4.090909 | 1219.909091 | 11.0 | 8.0 | 71.181818 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
| 25287 | 0 | 1.636364 | 4.636364 | 5.818182 | 1042.636364 | 1.0 | -5.0 | 64.727273 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
| 22951 | 1 | 3.363636 | 35.000000 | 2.636364 | 1031.545455 | -16.0 | -2.0 | 63.909091 | Normal | Normal | Normal | Normal | Normal | Balanced | Normal |
Закодируем слайс наших категориальных переменных
final_train.loc[:, categorial_factors_final] = \
ordinal_encoder.fit_transform(final_train.loc[:, categorial_factors_final])
df_for_prediction[categorial_factors_final] = \
ordinal_encoder.transform(df_for_prediction[categorial_factors_final])
df_for_prediction[categorial_factors_final].head(3)
| home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | |
|---|---|---|
| 0 | 1.0 | 0.0 |
| 1 | 1.0 | 0.0 |
| 2 | 1.0 | 0.0 |
final_train.loc[:, quantity_factors_final]
| diff_players_overall_rating | home_players_attr_sum | diff_defenceAggression | |
|---|---|---|---|
| 25090 | 0.545455 | 1280.818182 | 4.0 |
| 25377 | 4.818182 | 1177.454545 | 3.0 |
| 24668 | -4.909091 | 1219.909091 | 8.0 |
| 25287 | 1.636364 | 1042.636364 | -5.0 |
| 22951 | 3.363636 | 1031.545455 | -2.0 |
| ... | ... | ... | ... |
| 25343 | 5.636364 | 1288.454545 | 1.0 |
| 23701 | 1.636364 | 1284.090909 | -11.0 |
| 24566 | 0.727273 | 1266.727273 | -9.0 |
| 25780 | 1.181818 | 1180.363636 | 0.0 |
| 25808 | 1.181818 | 1310.454545 | -15.0 |
2328 rows × 3 columns
stand_scaler.fit(final_train.loc[:, quantity_factors_final])
StandardScaler()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
StandardScaler()
df_for_prediction[quantity_factors_final] = \
stand_scaler.transform(df_for_prediction[quantity_factors_final])
df_for_prediction[best_combination].head()
| diff_players_overall_rating | home_players_attr_sum | diff_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | |
|---|---|---|---|---|---|
| 0 | 0.008485 | 0.440067 | 0.025562 | 1.0 | 0.0 |
| 1 | 1.844757 | 0.440067 | -0.928097 | 1.0 | 0.0 |
| 2 | 0.621956 | 0.440067 | 0.120928 | 1.0 | 0.0 |
| 3 | 0.272812 | 0.440067 | 0.407025 | 1.0 | 0.0 |
| 4 | -0.959858 | 0.440067 | 0.597757 | 1.0 | 0.0 |
Проверим наш закодированный и стандартизированный датасет для предсказаний
df_for_prediction
| position_1 | team_1 | position_2 | team_2 | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | diff_players_overall_rating | diff_defenceAggression | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | home | Olympique de Marseille | away | Olympique de Marseille | 76.349282 | 0.440067 | 48.0 | 1.0 | 0.0 | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced | 0.008485 | 0.025562 |
| 1 | home | Olympique de Marseille | away | SV Zulte-Waregem | 76.349282 | 0.440067 | 48.0 | 1.0 | 0.0 | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced | 1.844757 | -0.928097 |
| 2 | home | Olympique de Marseille | away | SV Werder Bremen | 76.349282 | 0.440067 | 48.0 | 1.0 | 0.0 | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced | 0.621956 | 0.120928 |
| 3 | home | Olympique de Marseille | away | VfB Stuttgart | 76.349282 | 0.440067 | 48.0 | 1.0 | 0.0 | 75.064171 | 1252.812834 | 44.0 | Normal | Balanced | 0.272812 | 0.407025 |
| 4 | home | Olympique de Marseille | away | Atlético Madrid | 76.349282 | 0.440067 | 48.0 | 1.0 | 0.0 | 80.722488 | 1327.320574 | 42.0 | Normal | Balanced | -0.959858 | 0.597757 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 33851 | home | Southampton | away | BSC Young Boys | 76.502392 | 0.832576 | 65.0 | 0.0 | 0.0 | 68.641414 | 1159.343434 | 34.0 | Normal | Balanced | 1.705371 | 2.981904 |
| 33852 | home | Southampton | away | Atalanta | 76.502392 | 0.832576 | 65.0 | 0.0 | 0.0 | 73.200957 | 1196.148325 | 63.0 | Normal | Balanced | 0.712070 | 0.216294 |
| 33853 | home | Southampton | away | Stoke City | 76.502392 | 0.832576 | 65.0 | 0.0 | 0.0 | 76.583732 | 1284.885167 | 37.0 | Normal | Balanced | -0.024871 | 2.695806 |
| 33854 | home | Southampton | away | Juventus | 76.502392 | 0.832576 | 65.0 | 0.0 | 0.0 | 82.086124 | 1349.282297 | 65.0 | Normal | Balanced | -1.223572 | 0.025562 |
| 33855 | home | Southampton | away | Southampton | 76.502392 | 0.832576 | 65.0 | 0.0 | 0.0 | 76.368421 | 1266.339713 | 65.0 | Little | Balanced | 0.022035 | 0.025562 |
33856 rows × 16 columns
Отлично! Видим, что все закодировано и стандартизировано.
Теперь можем делать предсказание.
Y_predicted = best_model.predict(df_for_prediction.loc[:,best_combination])
Y_predicted
array([0, 1, 1, ..., 0, 0, 0])
len(Y_predicted)
33856
df_for_dashboard.shape
(33856, 16)
df_for_dashboard.head(3)
| position_1 | team_1 | position_2 | team_2 | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | diff_players_overall_rating | diff_defenceAggression | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | home | Olympique de Marseille | away | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced | 0.071770 | 0.0 |
| 1 | home | Olympique de Marseille | away | SV Zulte-Waregem | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced | 8.500797 | -10.0 |
| 2 | home | Olympique de Marseille | away | SV Werder Bremen | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced | 2.887785 | 1.0 |
df_for_dashboard['prediction'] = Y_predicted
df_for_dashboard.head(5)
| position_1 | team_1 | position_2 | team_2 | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | diff_players_overall_rating | diff_defenceAggression | prediction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | home | Olympique de Marseille | away | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced | 0.071770 | 0.0 | 0 |
| 1 | home | Olympique de Marseille | away | SV Zulte-Waregem | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced | 8.500797 | -10.0 | 1 |
| 2 | home | Olympique de Marseille | away | SV Werder Bremen | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced | 2.887785 | 1.0 | 1 |
| 3 | home | Olympique de Marseille | away | VfB Stuttgart | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 75.064171 | 1252.812834 | 44.0 | Normal | Balanced | 1.285111 | 4.0 | 0 |
| 4 | home | Olympique de Marseille | away | Atlético Madrid | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 80.722488 | 1327.320574 | 42.0 | Normal | Balanced | -4.373206 | 6.0 | 0 |
df_for_dashboard.isnull().sum().sum()
0
important_cols = ['league_name', 'country_name', 'home_team_long_name', 'away_team_long_name']
home_info = df.loc[:, important_cols].drop(['away_team_long_name'], axis=1)
home_info.drop_duplicates(inplace=True)
home_info.columns = ['home_league_name', 'home_country_name', 'home_team_long_name']
away_info = df.loc[:, important_cols].drop(['home_team_long_name'], axis=1)
away_info.drop_duplicates(inplace=True)
away_info.columns = ['away_league_name', 'away_country_name', 'away_team_long_name']
home_info
| home_league_name | home_country_name | home_team_long_name | |
|---|---|---|---|
| 22653 | Poland Ekstraklasa | Poland | Lechia Gdańsk |
| 22654 | Poland Ekstraklasa | Poland | Wisła Kraków |
| 22655 | Poland Ekstraklasa | Poland | Lech Poznań |
| 22656 | Switzerland Super League | Switzerland | FC Luzern |
| 22657 | Poland Ekstraklasa | Poland | Zagłębie Lubin |
| 22658 | Switzerland Super League | Switzerland | FC Zürich |
| 22659 | Poland Ekstraklasa | Poland | Ruch Chorzów |
| 22660 | Switzerland Super League | Switzerland | FC Basel |
| 22661 | Switzerland Super League | Switzerland | FC Thun |
| 22662 | Switzerland Super League | Switzerland | FC St. Gallen |
| 22663 | Poland Ekstraklasa | Poland | Korona Kielce |
| 22664 | Poland Ekstraklasa | Poland | Śląsk Wrocław |
| 22665 | Poland Ekstraklasa | Poland | Piast Gliwice |
| 22666 | Belgium Jupiler League | Belgium | Sint-Truidense VV |
| 22668 | Poland Ekstraklasa | Poland | Cracovia |
| 22670 | Belgium Jupiler League | Belgium | SV Zulte-Waregem |
| 22672 | Switzerland Super League | Switzerland | Grasshopper Club Zürich |
| 22673 | Belgium Jupiler League | Belgium | KV Kortrijk |
| 22674 | Belgium Jupiler League | Belgium | KRC Genk |
| 22675 | Belgium Jupiler League | Belgium | KV Oostende |
| 22676 | Switzerland Super League | Switzerland | BSC Young Boys |
| 22677 | Belgium Jupiler League | Belgium | RSC Anderlecht |
| 22678 | Poland Ekstraklasa | Poland | Pogoń Szczecin |
| 22679 | Belgium Jupiler League | Belgium | KVC Westerlo |
| 22680 | Belgium Jupiler League | Belgium | Sporting Charleroi |
| 22681 | Switzerland Super League | Switzerland | NaN |
| 22682 | Poland Ekstraklasa | Poland | Legia Warszawa |
| 22683 | Switzerland Super League | Switzerland | FC Sion |
| 22684 | Poland Ekstraklasa | Poland | Jagiellonia Białystok |
| 22685 | Switzerland Super League | Switzerland | FC Vaduz |
| 22686 | Poland Ekstraklasa | Poland | Górnik Łęczna |
| 22689 | Belgium Jupiler League | Belgium | KAA Gent |
| 22690 | Scotland Premier League | Scotland | Inverness Caledonian Thistle |
| 22692 | Scotland Premier League | Scotland | Hamilton Academical FC |
| 22693 | Scotland Premier League | Scotland | Kilmarnock |
| 22694 | Scotland Premier League | Scotland | Celtic |
| 22695 | Belgium Jupiler League | Belgium | Royal Excel Mouscron |
| 22696 | Belgium Jupiler League | Belgium | Club Brugge KV |
| 22697 | Poland Ekstraklasa | Poland | Podbeskidzie Bielsko-Biała |
| 22700 | Belgium Jupiler League | Belgium | Waasland-Beveren |
| 22707 | Belgium Jupiler League | Belgium | Oud-Heverlee Leuven |
| 22708 | Scotland Premier League | Scotland | Heart of Midlothian |
| 22709 | Belgium Jupiler League | Belgium | Standard de Liège |
| 22711 | Scotland Premier League | Scotland | Dundee United |
| 22712 | Belgium Jupiler League | Belgium | Sporting Lokeren |
| 22716 | Poland Ekstraklasa | Poland | NaN |
| 22717 | France Ligue 1 | France | LOSC Lille |
| 22718 | Scotland Premier League | Scotland | St. Johnstone FC |
| 22719 | Netherlands Eredivisie | Netherlands | Roda JC Kerkrade |
| 22721 | Belgium Jupiler League | Belgium | KV Mechelen |
| 22722 | Poland Ekstraklasa | Poland | Polonia Bytom |
| 22723 | England Premier League | England | Norwich City |
| 22724 | England Premier League | England | Leicester City |
| 22726 | Netherlands Eredivisie | Netherlands | Feyenoord |
| 22727 | England Premier League | England | Manchester United |
| 22732 | England Premier League | England | Chelsea |
| 22734 | England Premier League | England | Everton |
| 22735 | France Ligue 1 | France | SC Bastia |
| 22736 | France Ligue 1 | France | Olympique de Marseille |
| 22737 | France Ligue 1 | France | Montpellier Hérault SC |
| 22738 | France Ligue 1 | France | FC Nantes |
| 22739 | France Ligue 1 | France | OGC Nice |
| 22740 | France Ligue 1 | France | ES Troyes AC |
| 22741 | Scotland Premier League | Scotland | Dundee FC |
| 22742 | Scotland Premier League | Scotland | Ross County FC |
| 22743 | England Premier League | England | Bournemouth |
| 22744 | Scotland Premier League | Scotland | Motherwell |
| 22745 | England Premier League | England | Stoke City |
| 22748 | England Premier League | England | Arsenal |
| 22749 | France Ligue 1 | France | Toulouse FC |
| 22752 | France Ligue 1 | France | Olympique Lyonnais |
| 22753 | England Premier League | England | Newcastle United |
| 22755 | Netherlands Eredivisie | Netherlands | AZ |
| 22756 | Netherlands Eredivisie | Netherlands | Willem II |
| 22757 | Scotland Premier League | Scotland | Partick Thistle F.C. |
| 22759 | Scotland Premier League | Scotland | Aberdeen |
| 22762 | France Ligue 1 | France | Girondins de Bordeaux |
| 22763 | England Premier League | England | West Bromwich Albion |
| 22765 | Netherlands Eredivisie | Netherlands | ADO Den Haag |
| 22768 | Netherlands Eredivisie | Netherlands | SC Heerenveen |
| 22769 | Netherlands Eredivisie | Netherlands | FC Groningen |
| 22770 | Netherlands Eredivisie | Netherlands | PEC Zwolle |
| 22774 | Netherlands Eredivisie | Netherlands | N.E.C. |
| 22780 | Germany 1. Bundesliga | Germany | FC Bayern Munich |
| 22783 | England Premier League | England | Aston Villa |
| 22784 | Netherlands Eredivisie | Netherlands | Vitesse |
| 22786 | France Ligue 1 | France | AS Monaco |
| 22787 | Portugal Liga ZON Sagres | Portugal | NaN |
| 22789 | Netherlands Eredivisie | Netherlands | De Graafschap |
| 22790 | Germany 1. Bundesliga | Germany | SV Werder Bremen |
| 22793 | France Ligue 1 | France | SM Caen |
| 22794 | France Ligue 1 | France | Angers SCO |
| 22796 | France Ligue 1 | France | En Avant de Guingamp |
| 22797 | France Ligue 1 | France | AS Saint-Étienne |
| 22798 | Portugal Liga ZON Sagres | Portugal | CF Os Belenenses |
| 22799 | Netherlands Eredivisie | Netherlands | Excelsior |
| 22800 | France Ligue 1 | France | Stade Rennais FC |
| 22801 | England Premier League | England | Tottenham Hotspur |
| 22802 | England Premier League | England | Watford |
| 22803 | Portugal Liga ZON Sagres | Portugal | FC Porto |
| 22804 | Germany 1. Bundesliga | Germany | FC Augsburg |
| 22806 | England Premier League | England | West Ham United |
| 22807 | Germany 1. Bundesliga | Germany | SV Darmstadt 98 |
| 22808 | England Premier League | England | Southampton |
| 22810 | Germany 1. Bundesliga | Germany | 1. FSV Mainz 05 |
| 22811 | Germany 1. Bundesliga | Germany | Bayer 04 Leverkusen |
| 22812 | Germany 1. Bundesliga | Germany | Borussia Dortmund |
| 22819 | Netherlands Eredivisie | Netherlands | Ajax |
| 22820 | Netherlands Eredivisie | Netherlands | FC Twente |
| 22822 | England Premier League | England | Swansea City |
| 22824 | England Premier League | England | Sunderland |
| 22825 | Portugal Liga ZON Sagres | Portugal | Moreirense FC |
| 22829 | Portugal Liga ZON Sagres | Portugal | Vitória Setúbal |
| 22830 | France Ligue 1 | France | FC Lorient |
| 22831 | France Ligue 1 | France | Paris Saint-Germain |
| 22834 | France Ligue 1 | France | Stade de Reims |
| 22835 | Portugal Liga ZON Sagres | Portugal | SL Benfica |
| 22836 | Netherlands Eredivisie | Netherlands | FC Utrecht |
| 22837 | England Premier League | England | Crystal Palace |
| 22838 | Portugal Liga ZON Sagres | Portugal | SC Braga |
| 22839 | Germany 1. Bundesliga | Germany | VfL Wolfsburg |
| 22840 | Germany 1. Bundesliga | Germany | VfB Stuttgart |
| 22841 | Netherlands Eredivisie | Netherlands | Heracles Almelo |
| 22842 | Netherlands Eredivisie | Netherlands | PSV |
| 22843 | England Premier League | England | Manchester City |
| 22844 | Netherlands Eredivisie | Netherlands | SC Cambuur |
| 22846 | England Premier League | England | Liverpool |
| 22848 | Portugal Liga ZON Sagres | Portugal | FC Paços de Ferreira |
| 22849 | Spain LIGA BBVA | Spain | Málaga CF |
| 22853 | Portugal Liga ZON Sagres | Portugal | Rio Ave FC |
| 22854 | Germany 1. Bundesliga | Germany | Hertha BSC Berlin |
| 22858 | Germany 1. Bundesliga | Germany | Hamburger SV |
| 22859 | Spain LIGA BBVA | Spain | RC Deportivo de La Coruña |
| 22860 | Germany 1. Bundesliga | Germany | Eintracht Frankfurt |
| 22861 | Spain LIGA BBVA | Spain | Rayo Vallecano |
| 22862 | Spain LIGA BBVA | Spain | Atlético Madrid |
| 22863 | Spain LIGA BBVA | Spain | RCD Espanyol |
| 22866 | Germany 1. Bundesliga | Germany | 1. FC Köln |
| 22868 | Portugal Liga ZON Sagres | Portugal | CS Marítimo |
| 22869 | Portugal Liga ZON Sagres | Portugal | Sporting CP |
| 22875 | Germany 1. Bundesliga | Germany | FC Schalke 04 |
| 22879 | Italy Serie A | Italy | Hellas Verona |
| 22880 | Germany 1. Bundesliga | Germany | Hannover 96 |
| 22883 | Italy Serie A | Italy | Lazio |
| 22886 | France Ligue 1 | France | GFC Ajaccio |
| 22895 | Germany 1. Bundesliga | Germany | TSG 1899 Hoffenheim |
| 22902 | Italy Serie A | Italy | Juventus |
| 22903 | Spain LIGA BBVA | Spain | Athletic Club de Bilbao |
| 22905 | Germany 1. Bundesliga | Germany | Borussia Mönchengladbach |
| 22906 | Spain LIGA BBVA | Spain | Real Betis Balompié |
| 22907 | Spain LIGA BBVA | Spain | Real Sporting de Gijón |
| 22908 | Italy Serie A | Italy | Fiorentina |
| 22914 | Italy Serie A | Italy | Frosinone |
| 22915 | Italy Serie A | Italy | Inter |
| 22916 | Spain LIGA BBVA | Spain | Levante UD |
| 22918 | Germany 1. Bundesliga | Germany | FC Ingolstadt 04 |
| 22921 | Italy Serie A | Italy | Sassuolo |
| 22922 | Portugal Liga ZON Sagres | Portugal | Estoril Praia |
| 22926 | Italy Serie A | Italy | Empoli |
| 22931 | Portugal Liga ZON Sagres | Portugal | FC Arouca |
| 22932 | Portugal Liga ZON Sagres | Portugal | Vitória Guimarães |
| 22934 | Portugal Liga ZON Sagres | Portugal | CD Nacional |
| 22936 | Italy Serie A | Italy | Palermo |
| 22937 | Italy Serie A | Italy | Sampdoria |
| 22938 | Portugal Liga ZON Sagres | Portugal | Boavista FC |
| 22940 | Portugal Liga ZON Sagres | Portugal | Académica de Coimbra |
| 22942 | Spain LIGA BBVA | Spain | Granada CF |
| 22945 | Spain LIGA BBVA | Spain | Villarreal CF |
| 22964 | Italy Serie A | Italy | Milan |
| 22970 | Italy Serie A | Italy | Bologna |
| 22993 | Spain LIGA BBVA | Spain | RC Celta de Vigo |
| 22994 | Spain LIGA BBVA | Spain | FC Barcelona |
| 22996 | Spain LIGA BBVA | Spain | Real Madrid CF |
| 22997 | Spain LIGA BBVA | Spain | Real Sociedad |
| 23000 | Italy Serie A | Italy | Roma |
| 23001 | Italy Serie A | Italy | Atalanta |
| 23003 | Italy Serie A | Italy | Genoa |
| 23006 | Italy Serie A | Italy | Chievo Verona |
| 23009 | Italy Serie A | Italy | Napoli |
| 23011 | Italy Serie A | Italy | Torino |
| 23012 | Italy Serie A | Italy | Udinese |
| 23020 | Spain LIGA BBVA | Spain | SD Eibar |
| 23029 | Spain LIGA BBVA | Spain | Valencia CF |
| 23030 | Spain LIGA BBVA | Spain | Getafe CF |
| 23032 | Spain LIGA BBVA | Spain | Sevilla FC |
| 23033 | Spain LIGA BBVA | Spain | UD Las Palmas |
| 23034 | Italy Serie A | Italy | Carpi |
df_for_dashboard = pd.merge(df_for_dashboard, home_info, how='left',
left_on='team_1', right_on='home_team_long_name')
df_for_dashboard = pd.merge(df_for_dashboard, away_info, how='left',
left_on='team_2', right_on='away_team_long_name')
df_for_dashboard.drop(['home_team_long_name', 'away_team_long_name'], axis=1, inplace=True)
best_combination
['diff_players_overall_rating', 'home_players_attr_sum', 'diff_defenceAggression', 'home_buildUpPlayDribblingClass', 'home_buildUpPlaySpeedClass']
df_for_dashboard
| position_1 | team_1 | position_2 | team_2 | home_players_overall_rating | home_players_attr_sum | home_defenceAggression | home_buildUpPlayDribblingClass | home_buildUpPlaySpeedClass | away_players_overall_rating | away_players_attr_sum | away_defenceAggression | away_buildUpPlayDribblingClass | away_buildUpPlaySpeedClass | diff_players_overall_rating | diff_defenceAggression | prediction | home_league_name | home_country_name | away_league_name | away_country_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | home | Olympique de Marseille | away | Olympique de Marseille | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 76.277512 | 1236.803828 | 48.0 | Lots | Balanced | 0.071770 | 0.0 | 0 | France Ligue 1 | France | France Ligue 1 | France |
| 1 | home | Olympique de Marseille | away | SV Zulte-Waregem | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 67.848485 | 1149.757576 | 58.0 | Normal | Balanced | 8.500797 | -10.0 | 1 | France Ligue 1 | France | Belgium Jupiler League | Belgium |
| 2 | home | Olympique de Marseille | away | SV Werder Bremen | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 73.461497 | 1210.657754 | 47.0 | Normal | Balanced | 2.887785 | 1.0 | 1 | France Ligue 1 | France | Germany 1. Bundesliga | Germany |
| 3 | home | Olympique de Marseille | away | VfB Stuttgart | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 75.064171 | 1252.812834 | 44.0 | Normal | Balanced | 1.285111 | 4.0 | 0 | France Ligue 1 | France | Germany 1. Bundesliga | Germany |
| 4 | home | Olympique de Marseille | away | Atlético Madrid | 76.349282 | 1236.086124 | 48.0 | Lots | Balanced | 80.722488 | 1327.320574 | 42.0 | Normal | Balanced | -4.373206 | 6.0 | 0 | France Ligue 1 | France | Spain LIGA BBVA | Spain |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 33851 | home | Southampton | away | BSC Young Boys | 76.502392 | 1273.478469 | 65.0 | Little | Balanced | 68.641414 | 1159.343434 | 34.0 | Normal | Balanced | 7.860978 | 31.0 | 1 | England Premier League | England | Switzerland Super League | Switzerland |
| 33852 | home | Southampton | away | Atalanta | 76.502392 | 1273.478469 | 65.0 | Little | Balanced | 73.200957 | 1196.148325 | 63.0 | Normal | Balanced | 3.301435 | 2.0 | 1 | England Premier League | England | Italy Serie A | Italy |
| 33853 | home | Southampton | away | Stoke City | 76.502392 | 1273.478469 | 65.0 | Little | Balanced | 76.583732 | 1284.885167 | 37.0 | Normal | Balanced | -0.081340 | 28.0 | 0 | England Premier League | England | England Premier League | England |
| 33854 | home | Southampton | away | Juventus | 76.502392 | 1273.478469 | 65.0 | Little | Balanced | 82.086124 | 1349.282297 | 65.0 | Normal | Balanced | -5.583732 | 0.0 | 0 | England Premier League | England | Italy Serie A | Italy |
| 33855 | home | Southampton | away | Southampton | 76.502392 | 1273.478469 | 65.0 | Little | Balanced | 76.368421 | 1266.339713 | 65.0 | Little | Balanced | 0.133971 | 0.0 | 0 | England Premier League | England | England Premier League | England |
33856 rows × 21 columns
df_for_dashboard.to_excel('df_for_dashboard.xlsx')